Face Generation

In this project, you'll use generative adversarial networks to generate new images of faces.

Get the Data

You'll be using two datasets in this project:

  • MNIST
  • CelebA

Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.

If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".

In [3]:
data_dir = './data'

# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper

helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data
Found celeba Data

Explore the Data

MNIST

As you're aware, the MNIST dataset contains images of handwritten digits. You can view the first number of examples by changing show_n_images.

In [4]:
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot

mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
Out[4]:
<matplotlib.image.AxesImage at 0x7f4739d09518>

CelebA

The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.

In [5]:
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
Out[5]:
<matplotlib.image.AxesImage at 0x7f4739faee80>

Preprocess the Data

Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.

The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).

Build the Neural Network

You'll build the components necessary to build a GANs by implementing the following functions below:

  • model_inputs
  • discriminator
  • generator
  • model_loss
  • model_opt
  • train

Check the Version of TensorFlow and Access to GPU

This will check to make sure you have the correct version of TensorFlow and access to a GPU

In [6]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf

# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer.  You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))

# Check for a GPU
if not tf.test.gpu_device_name():
    warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.0.0
Default GPU Device: /gpu:0

Input

Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:

  • Real input images placeholder with rank 4 using image_width, image_height, and image_channels.
  • Z input placeholder with rank 2 using z_dim.
  • Learning rate placeholder with rank 0.

Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)

In [8]:
import problem_unittests as tests

def model_inputs(image_width, image_height, image_channels, z_dim):
    """
    Create the model inputs
    :param image_width: The input image width
    :param image_height: The input image height
    :param image_channels: The number of image channels
    :param z_dim: The dimension of Z
    :return: Tuple of (tensor of real input images, tensor of z data, learning rate)
    """
    # TODO: Implement Function
    real_inputs = tf.placeholder(tf.float32, [None, image_width, image_height, image_channels], name='real_inputs')
    z_inputs = tf.placeholder(tf.float32, [None, z_dim], name='z_input')
    learning_rate = tf.placeholder(tf.float32, shape=(), name='learning_rate')
    
    return real_inputs, z_inputs, learning_rate


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
Tests Passed

Discriminator

Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variabes in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the generator, tensor logits of the generator).

In [9]:
def discriminator(images, reuse=False, alpha = 0.2):
    """
    Create the discriminator network
    :param image: Tensor of input image(s)
    :param reuse: Boolean if the weights should be reused
    :return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
    """
    # TODO: Implement Function
    with tf.variable_scope('discriminator', reuse=reuse):
        x1 = tf.layers.conv2d(images, 64, 5, strides=2, padding='SAME')
        relu1 = tf.maximum(alpha*x1, x1)
        
        x2 = tf.layers.conv2d(relu1, 128, 5, strides=2, padding='SAME')
        batch_norm2 = tf.layers.batch_normalization(x2, training=True)
        relu2 = tf.maximum(alpha*batch_norm2, batch_norm2)

        x3 = tf.layers.conv2d(relu2, 256, 5, strides=1, padding='SAME')
        batch_norm3 = tf.layers.batch_normalization(x3, training=True)
        relu3 = tf.maximum(alpha*batch_norm3, batch_norm3)
        
        x4 = tf.layers.conv2d(relu3, 512, 5, strides=1, padding='SAME')
        batch_norm4 = tf.layers.batch_normalization(x4, training=True)
        relu4 = tf.maximum(alpha*batch_norm4, batch_norm4)

        # Now after the convolution layers we have to flatten the tensor and feed it into a fully-connected layer
        flattened_tensor = tf.reshape(relu4,(-1,7*7*512))
        logits = tf.layers.dense(flattened_tensor, 1)
        output = tf.sigmoid(logits) 
    return output, logits


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)
Tests Passed

Generator

Implement generator to generate an image using z. This function should be able to reuse the variabes in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.

In [16]:
def generator(z, out_channel_dim, is_train=True, alpha=0.2):
    """
    Create the generator network
    :param z: Input z
    :param out_channel_dim: The number of channels in the output image
    :param is_train: Boolean if generator is being used for training
    :return: The tensor output of the generator
    """
    # TODO: Implement Function
    with tf.variable_scope('generator', reuse= not is_train):
        
        # First fully connected layer
        x1 = tf.layers.dense(z, 7*7*512)
        x1 = tf.reshape(x1, (-1, 7, 7, 512))
        x1 = tf.maximum(alpha*x1, x1)
        
        x2 = tf.layers.conv2d_transpose(x1, 256, 3, strides=1, padding='SAME')
        x2 = tf.layers.batch_normalization(x2, training=True)
        x2 = tf.maximum(alpha*x2, x2)
    
        x3 = tf.layers.conv2d_transpose(x2, 128, 3, strides=1, padding='SAME')
        x3 = tf.layers.batch_normalization(x3, training=True)
        x3 = tf.maximum(alpha*x3, x3)

        x4 = tf.layers.conv2d_transpose(x3, 64, 3, strides=2, padding='SAME')
        x4 = tf.layers.batch_normalization(x4, training=True)
        x4 = tf.maximum(alpha*x4, x4)

        logits = tf.layers.conv2d_transpose(x4, out_channel_dim, 3, strides=2, padding='SAME')
        output = tf.tanh(logits)
        return output


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)
Tests Passed

Loss

Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:

  • discriminator(images, reuse=False)
  • generator(z, out_channel_dim, is_train=True)
In [17]:
def model_loss(input_real, input_z, out_channel_dim, alpha=0.2):
    """
    Get the loss for the discriminator and generator
    :param input_real: Images from the real dataset
    :param input_z: Z input
    :param out_channel_dim: The number of channels in the output image
    :return: A tuple of (discriminator loss, generator loss)
    """
    # TODO: Implement Function
    generator_model = generator(input_z, out_channel_dim, is_train=True , alpha=alpha)
    d_model_real, d_logits_real = discriminator(input_real, reuse=False , alpha=alpha )
    d_model_fake, d_logits_fake = discriminator(generator_model, reuse=True , alpha=alpha )
    
    generator_loss = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, 
                                        labels=tf.ones_like(d_model_fake)))
    
    d_loss_real = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, 
                                        labels=tf.ones_like(d_model_real)))
    
    d_loss_fake = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, 
                                        labels=tf.zeros_like(d_model_fake)))
    
    d_loss = d_loss_real + d_loss_fake
    
    return d_loss, generator_loss

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed

Optimization

Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).

In [18]:
def model_opt(d_loss, g_loss, learning_rate, beta1):
    """
    Get optimization operations
    :param d_loss: Discriminator loss Tensor
    :param g_loss: Generator loss Tensor
    :param learning_rate: Learning Rate Placeholder
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :return: A tuple of (discriminator training operation, generator training operation)
    """
    # TODO: Implement Function
    train_vars = tf.trainable_variables()
    generator_vars = [var for var in train_vars if var.name.startswith('generator')]
    discriminator_vars = [var for var in train_vars if var.name.startswith('discriminator')]
    
    
    disc_optimizer = tf.train.AdamOptimizer(learning_rate, beta1).minimize(d_loss, var_list=discriminator_vars)
    update_ops = tf.get_collection(tf.GraphKeys.UPDATE_OPS)
    g_updates = [opt for opt in update_ops if opt.name.startswith('generator')]
    with tf.control_dependencies(g_updates):
        gen_train_optimizer = tf.train.AdamOptimizer(learning_rate, beta1).minimize(g_loss, var_list=generator_vars)
    
    return disc_optimizer, gen_train_optimizer


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)
Tests Passed

Neural Network Training

Show Output

Use this function to show the current output of the generator during training. It will help you determine how well the GANs is training.

In [19]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np

def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
    """
    Show example output for the generator
    :param sess: TensorFlow session
    :param n_images: Number of Images to display
    :param input_z: Input Z Tensor
    :param out_channel_dim: The number of channels in the output image
    :param image_mode: The mode to use for images ("RGB" or "L")
    """
    cmap = None if image_mode == 'RGB' else 'gray'
    z_dim = input_z.get_shape().as_list()[-1]
    example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])

    samples = sess.run(
        generator(input_z, out_channel_dim, False),
        feed_dict={input_z: example_z})

    images_grid = helper.images_square_grid(samples, image_mode)
    pyplot.imshow(images_grid, cmap=cmap)
    pyplot.show()

Train

Implement train to build and train the GANs. Use the following functions you implemented:

  • model_inputs(image_width, image_height, image_channels, z_dim)
  • model_loss(input_real, input_z, out_channel_dim)
  • model_opt(d_loss, g_loss, learning_rate, beta1)

Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.

In [22]:
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
    """
    Train the GAN
    :param epoch_count: Number of epochs
    :param batch_size: Batch Size
    :param z_dim: Z dimension
    :param learning_rate: Learning Rate
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :param get_batches: Function to get batches
    :param data_shape: Shape of the data
    :param data_image_mode: The image mode to use for images ("RGB" or "L")
    """
    # TODO: Build Model
    input_real, input_z, lr = model_inputs(data_shape[1], 
                                           data_shape[2],
                                           data_shape[3], 
                                           z_dim)
    disc_loss, gen_loss = model_loss(input_real, input_z, data_shape[3])
    disc_train_optimizer, gen_train_optimizer = model_opt(disc_loss, gen_loss, lr, beta1)
    batch_count = 0
    
    with tf.Session() as sess:
        sess.run(tf.global_variables_initializer())
        for epoch_i in range(epoch_count):
            for batch_images in get_batches(batch_size):
                # TODO: Train Model
                batch_images = batch_images*2
                batch_count += 1
                # Random noise for batch
                batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))
                # Running optimizers
                _ = sess.run(disc_train_optimizer, feed_dict={input_real:batch_images, input_z:batch_z, lr:learning_rate})
                _ = sess.run(gen_train_optimizer, feed_dict={input_z: batch_z, lr:learning_rate})
                

                # Evaluating results                
                if batch_count % 10 == 0:
                    train_loss_disc = disc_loss.eval({input_real: batch_images, input_z:batch_z, lr: learning_rate})
                    train_loss_gen = gen_loss.eval({input_z: batch_z, lr:learning_rate})
                    
                    print("Epoch {}/{}...".format(epoch_i+1, epochs),
                          "Discriminator Loss: {:.4f}...".format(train_loss_disc),
                          "Generator Loss: {:.4f}".format(train_loss_gen))
                if batch_count % 100 == 0:
                    show_generator_output(sess, 25, input_z, data_shape[3], data_image_mode)
          
                

MNIST

Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.

In [24]:
batch_size = 20
z_dim = 100
learning_rate = 0.0002
beta1 = 0.5


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2

mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
          mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/2... Discriminator Loss: 0.9089... Generator Loss: 0.7277
Epoch 1/2... Discriminator Loss: 0.0793... Generator Loss: 4.1706
Epoch 1/2... Discriminator Loss: 12.3754... Generator Loss: 0.3691
Epoch 1/2... Discriminator Loss: 16.3909... Generator Loss: 0.0004
Epoch 1/2... Discriminator Loss: 0.0923... Generator Loss: 12.7358
Epoch 1/2... Discriminator Loss: 8.3030... Generator Loss: 0.4347
Epoch 1/2... Discriminator Loss: 15.7315... Generator Loss: 0.0001
Epoch 1/2... Discriminator Loss: 6.3004... Generator Loss: 19.2714
Epoch 1/2... Discriminator Loss: 1.1435... Generator Loss: 1.4393
Epoch 1/2... Discriminator Loss: 0.6045... Generator Loss: 5.4313
Epoch 1/2... Discriminator Loss: 2.9896... Generator Loss: 0.2368
Epoch 1/2... Discriminator Loss: 1.2890... Generator Loss: 1.1324
Epoch 1/2... Discriminator Loss: 1.6846... Generator Loss: 0.8200
Epoch 1/2... Discriminator Loss: 0.8764... Generator Loss: 1.2499
Epoch 1/2... Discriminator Loss: 0.4800... Generator Loss: 3.8355
Epoch 1/2... Discriminator Loss: 0.6234... Generator Loss: 1.6525
Epoch 1/2... Discriminator Loss: 1.8962... Generator Loss: 0.5223
Epoch 1/2... Discriminator Loss: 0.9507... Generator Loss: 6.7658
Epoch 1/2... Discriminator Loss: 0.1525... Generator Loss: 3.2550
Epoch 1/2... Discriminator Loss: 1.8890... Generator Loss: 0.3526
Epoch 1/2... Discriminator Loss: 0.3492... Generator Loss: 1.9798
Epoch 1/2... Discriminator Loss: 3.8775... Generator Loss: 10.4662
Epoch 1/2... Discriminator Loss: 0.9350... Generator Loss: 0.7612
Epoch 1/2... Discriminator Loss: 0.4948... Generator Loss: 8.3438
Epoch 1/2... Discriminator Loss: 0.4660... Generator Loss: 1.4885
Epoch 1/2... Discriminator Loss: 0.2353... Generator Loss: 2.5838
Epoch 1/2... Discriminator Loss: 0.4951... Generator Loss: 1.6467
Epoch 1/2... Discriminator Loss: 1.1624... Generator Loss: 5.5392
Epoch 1/2... Discriminator Loss: 0.2584... Generator Loss: 2.4829
Epoch 1/2... Discriminator Loss: 1.2645... Generator Loss: 0.6920
Epoch 1/2... Discriminator Loss: 0.3491... Generator Loss: 2.0962
Epoch 1/2... Discriminator Loss: 1.8178... Generator Loss: 0.3375
Epoch 1/2... Discriminator Loss: 0.6871... Generator Loss: 1.6613
Epoch 1/2... Discriminator Loss: 1.7551... Generator Loss: 0.5575
Epoch 1/2... Discriminator Loss: 0.7610... Generator Loss: 7.5611
Epoch 1/2... Discriminator Loss: 0.5848... Generator Loss: 1.2530
Epoch 1/2... Discriminator Loss: 0.8075... Generator Loss: 1.1243
Epoch 1/2... Discriminator Loss: 0.2983... Generator Loss: 3.8755
Epoch 1/2... Discriminator Loss: 0.8115... Generator Loss: 1.1160
Epoch 1/2... Discriminator Loss: 1.5348... Generator Loss: 0.3842
Epoch 1/2... Discriminator Loss: 0.4321... Generator Loss: 1.6856
Epoch 1/2... Discriminator Loss: 0.6253... Generator Loss: 1.1497
Epoch 1/2... Discriminator Loss: 2.1831... Generator Loss: 0.3855
Epoch 1/2... Discriminator Loss: 0.4908... Generator Loss: 1.1891
Epoch 1/2... Discriminator Loss: 0.1423... Generator Loss: 2.8387
Epoch 1/2... Discriminator Loss: 0.2524... Generator Loss: 3.2459
Epoch 1/2... Discriminator Loss: 0.2389... Generator Loss: 3.0011
Epoch 1/2... Discriminator Loss: 0.7102... Generator Loss: 1.7500
Epoch 1/2... Discriminator Loss: 0.3177... Generator Loss: 3.2137
Epoch 1/2... Discriminator Loss: 0.6940... Generator Loss: 1.2511
Epoch 1/2... Discriminator Loss: 0.9514... Generator Loss: 0.9362
Epoch 1/2... Discriminator Loss: 0.7934... Generator Loss: 0.8065
Epoch 1/2... Discriminator Loss: 0.9185... Generator Loss: 1.1281
Epoch 1/2... Discriminator Loss: 0.4793... Generator Loss: 1.5982
Epoch 1/2... Discriminator Loss: 0.4565... Generator Loss: 1.4671
Epoch 1/2... Discriminator Loss: 0.1544... Generator Loss: 4.4605
Epoch 1/2... Discriminator Loss: 0.5040... Generator Loss: 1.8452
Epoch 1/2... Discriminator Loss: 0.8812... Generator Loss: 4.1538
Epoch 1/2... Discriminator Loss: 1.7982... Generator Loss: 0.3530
Epoch 1/2... Discriminator Loss: 0.6582... Generator Loss: 2.1183
Epoch 1/2... Discriminator Loss: 0.3588... Generator Loss: 3.0861
Epoch 1/2... Discriminator Loss: 0.1987... Generator Loss: 2.3250
Epoch 1/2... Discriminator Loss: 1.3407... Generator Loss: 0.7159
Epoch 1/2... Discriminator Loss: 0.8325... Generator Loss: 1.1299
Epoch 1/2... Discriminator Loss: 0.4902... Generator Loss: 1.4622
Epoch 1/2... Discriminator Loss: 1.3238... Generator Loss: 0.6495
Epoch 1/2... Discriminator Loss: 0.3390... Generator Loss: 1.7647
Epoch 1/2... Discriminator Loss: 0.8569... Generator Loss: 0.9519
Epoch 1/2... Discriminator Loss: 0.4433... Generator Loss: 1.2354
Epoch 1/2... Discriminator Loss: 0.4959... Generator Loss: 1.5727
Epoch 1/2... Discriminator Loss: 0.1647... Generator Loss: 3.6691
Epoch 1/2... Discriminator Loss: 0.7970... Generator Loss: 1.0740
Epoch 1/2... Discriminator Loss: 0.3351... Generator Loss: 2.8758
Epoch 1/2... Discriminator Loss: 1.4899... Generator Loss: 0.5532
Epoch 1/2... Discriminator Loss: 2.0439... Generator Loss: 0.2239
Epoch 1/2... Discriminator Loss: 0.6564... Generator Loss: 1.6961
Epoch 1/2... Discriminator Loss: 0.7964... Generator Loss: 1.0634
Epoch 1/2... Discriminator Loss: 0.2786... Generator Loss: 2.7496
Epoch 1/2... Discriminator Loss: 2.0914... Generator Loss: 0.2740
Epoch 1/2... Discriminator Loss: 0.7705... Generator Loss: 0.9543
Epoch 1/2... Discriminator Loss: 0.7555... Generator Loss: 1.0891
Epoch 1/2... Discriminator Loss: 0.4825... Generator Loss: 1.6677
Epoch 1/2... Discriminator Loss: 0.8257... Generator Loss: 0.8167
Epoch 1/2... Discriminator Loss: 3.9693... Generator Loss: 0.1091
Epoch 1/2... Discriminator Loss: 0.6658... Generator Loss: 1.5691
Epoch 1/2... Discriminator Loss: 0.7193... Generator Loss: 1.0740
Epoch 1/2... Discriminator Loss: 1.0391... Generator Loss: 0.6994
Epoch 1/2... Discriminator Loss: 1.3921... Generator Loss: 0.4149
Epoch 1/2... Discriminator Loss: 0.9683... Generator Loss: 1.0027
Epoch 1/2... Discriminator Loss: 0.7243... Generator Loss: 1.1007
Epoch 1/2... Discriminator Loss: 0.9009... Generator Loss: 0.8429
Epoch 1/2... Discriminator Loss: 1.7291... Generator Loss: 0.4397
Epoch 1/2... Discriminator Loss: 1.1183... Generator Loss: 0.7636
Epoch 1/2... Discriminator Loss: 1.7832... Generator Loss: 0.5089
Epoch 1/2... Discriminator Loss: 2.0666... Generator Loss: 0.2073
Epoch 1/2... Discriminator Loss: 0.5601... Generator Loss: 1.0902
Epoch 1/2... Discriminator Loss: 1.6152... Generator Loss: 0.4679
Epoch 1/2... Discriminator Loss: 3.0956... Generator Loss: 0.0945
Epoch 1/2... Discriminator Loss: 1.4121... Generator Loss: 0.5327
Epoch 1/2... Discriminator Loss: 2.1850... Generator Loss: 0.6474
Epoch 1/2... Discriminator Loss: 0.7017... Generator Loss: 1.1781
Epoch 1/2... Discriminator Loss: 3.0619... Generator Loss: 0.1699
Epoch 1/2... Discriminator Loss: 0.6663... Generator Loss: 2.1719
Epoch 1/2... Discriminator Loss: 1.2647... Generator Loss: 0.9262
Epoch 1/2... Discriminator Loss: 2.0007... Generator Loss: 0.2194
Epoch 1/2... Discriminator Loss: 0.5282... Generator Loss: 1.6469
Epoch 1/2... Discriminator Loss: 0.4684... Generator Loss: 2.2449
Epoch 1/2... Discriminator Loss: 2.4192... Generator Loss: 0.3402
Epoch 1/2... Discriminator Loss: 1.2709... Generator Loss: 0.6281
Epoch 1/2... Discriminator Loss: 1.7438... Generator Loss: 0.4182
Epoch 1/2... Discriminator Loss: 2.1311... Generator Loss: 0.2028
Epoch 1/2... Discriminator Loss: 1.9786... Generator Loss: 0.2242
Epoch 1/2... Discriminator Loss: 0.6584... Generator Loss: 4.1528
Epoch 1/2... Discriminator Loss: 0.8002... Generator Loss: 1.0459
Epoch 1/2... Discriminator Loss: 0.3105... Generator Loss: 2.2444
Epoch 1/2... Discriminator Loss: 0.7744... Generator Loss: 0.8941
Epoch 1/2... Discriminator Loss: 2.4898... Generator Loss: 0.1224
Epoch 1/2... Discriminator Loss: 0.4648... Generator Loss: 1.2761
Epoch 1/2... Discriminator Loss: 0.8297... Generator Loss: 1.0422
Epoch 1/2... Discriminator Loss: 0.6567... Generator Loss: 0.8846
Epoch 1/2... Discriminator Loss: 1.3754... Generator Loss: 0.4571
Epoch 1/2... Discriminator Loss: 0.7875... Generator Loss: 0.9246
Epoch 1/2... Discriminator Loss: 1.2828... Generator Loss: 0.5566
Epoch 1/2... Discriminator Loss: 1.3251... Generator Loss: 0.4470
Epoch 1/2... Discriminator Loss: 1.1549... Generator Loss: 0.5543
Epoch 1/2... Discriminator Loss: 0.7960... Generator Loss: 1.1883
Epoch 1/2... Discriminator Loss: 2.1656... Generator Loss: 0.2106
Epoch 1/2... Discriminator Loss: 4.0358... Generator Loss: 0.0441
Epoch 1/2... Discriminator Loss: 3.3072... Generator Loss: 0.0743
Epoch 1/2... Discriminator Loss: 0.4884... Generator Loss: 1.4748
Epoch 1/2... Discriminator Loss: 0.1908... Generator Loss: 4.2076
Epoch 1/2... Discriminator Loss: 2.4367... Generator Loss: 0.3029
Epoch 1/2... Discriminator Loss: 0.8838... Generator Loss: 0.8449
Epoch 1/2... Discriminator Loss: 2.8683... Generator Loss: 0.1384
Epoch 1/2... Discriminator Loss: 1.2582... Generator Loss: 0.6063
Epoch 1/2... Discriminator Loss: 1.0707... Generator Loss: 0.6524
Epoch 1/2... Discriminator Loss: 1.1611... Generator Loss: 0.5639
Epoch 1/2... Discriminator Loss: 1.1619... Generator Loss: 0.7924
Epoch 1/2... Discriminator Loss: 1.7829... Generator Loss: 4.2458
Epoch 1/2... Discriminator Loss: 1.0437... Generator Loss: 1.1440
Epoch 1/2... Discriminator Loss: 2.3428... Generator Loss: 0.1788
Epoch 1/2... Discriminator Loss: 0.3142... Generator Loss: 2.0228
Epoch 1/2... Discriminator Loss: 2.9879... Generator Loss: 0.1011
Epoch 1/2... Discriminator Loss: 0.6224... Generator Loss: 1.3410
Epoch 1/2... Discriminator Loss: 1.9106... Generator Loss: 0.2403
Epoch 1/2... Discriminator Loss: 2.9474... Generator Loss: 0.1167
Epoch 1/2... Discriminator Loss: 1.2832... Generator Loss: 0.7862
Epoch 1/2... Discriminator Loss: 1.0777... Generator Loss: 0.9402
Epoch 1/2... Discriminator Loss: 3.6286... Generator Loss: 0.0628
Epoch 1/2... Discriminator Loss: 1.9881... Generator Loss: 0.4746
Epoch 1/2... Discriminator Loss: 1.8455... Generator Loss: 0.3132
Epoch 1/2... Discriminator Loss: 1.1277... Generator Loss: 0.6876
Epoch 1/2... Discriminator Loss: 3.5222... Generator Loss: 0.0892
Epoch 1/2... Discriminator Loss: 3.1755... Generator Loss: 0.2596
Epoch 1/2... Discriminator Loss: 1.5371... Generator Loss: 0.4850
Epoch 1/2... Discriminator Loss: 0.9095... Generator Loss: 0.9912
Epoch 1/2... Discriminator Loss: 2.8327... Generator Loss: 0.2489
Epoch 1/2... Discriminator Loss: 0.4952... Generator Loss: 1.7823
Epoch 1/2... Discriminator Loss: 0.4801... Generator Loss: 5.8667
Epoch 1/2... Discriminator Loss: 2.1710... Generator Loss: 0.2706
Epoch 1/2... Discriminator Loss: 1.5881... Generator Loss: 0.3078
Epoch 1/2... Discriminator Loss: 0.6709... Generator Loss: 1.0096
Epoch 1/2... Discriminator Loss: 0.6691... Generator Loss: 0.8012
Epoch 1/2... Discriminator Loss: 0.6293... Generator Loss: 1.3365
Epoch 1/2... Discriminator Loss: 0.6847... Generator Loss: 0.9500
Epoch 1/2... Discriminator Loss: 1.3775... Generator Loss: 0.4044
Epoch 1/2... Discriminator Loss: 0.9830... Generator Loss: 0.9443
Epoch 1/2... Discriminator Loss: 1.9827... Generator Loss: 6.5588
Epoch 1/2... Discriminator Loss: 2.5119... Generator Loss: 0.2437
Epoch 1/2... Discriminator Loss: 3.3790... Generator Loss: 0.1058
Epoch 1/2... Discriminator Loss: 2.9498... Generator Loss: 0.1929
Epoch 1/2... Discriminator Loss: 0.4838... Generator Loss: 1.8265
Epoch 1/2... Discriminator Loss: 1.1235... Generator Loss: 0.6092
Epoch 1/2... Discriminator Loss: 0.5006... Generator Loss: 1.3878
Epoch 1/2... Discriminator Loss: 0.6597... Generator Loss: 1.5380
Epoch 1/2... Discriminator Loss: 0.4588... Generator Loss: 2.4623
Epoch 1/2... Discriminator Loss: 3.2827... Generator Loss: 0.0868
Epoch 1/2... Discriminator Loss: 3.9520... Generator Loss: 0.1278
Epoch 1/2... Discriminator Loss: 1.0568... Generator Loss: 1.0284
Epoch 1/2... Discriminator Loss: 1.6411... Generator Loss: 0.4615
Epoch 1/2... Discriminator Loss: 2.4987... Generator Loss: 0.1419
Epoch 1/2... Discriminator Loss: 1.9278... Generator Loss: 0.3155
Epoch 1/2... Discriminator Loss: 1.5716... Generator Loss: 0.4327
Epoch 1/2... Discriminator Loss: 1.7088... Generator Loss: 0.4256
Epoch 1/2... Discriminator Loss: 1.6849... Generator Loss: 0.7041
Epoch 1/2... Discriminator Loss: 1.4896... Generator Loss: 0.7150
Epoch 1/2... Discriminator Loss: 3.0018... Generator Loss: 0.1041
Epoch 1/2... Discriminator Loss: 3.1802... Generator Loss: 0.1263
Epoch 1/2... Discriminator Loss: 1.4493... Generator Loss: 0.4341
Epoch 1/2... Discriminator Loss: 2.0180... Generator Loss: 0.2927
Epoch 1/2... Discriminator Loss: 1.0427... Generator Loss: 0.7511
Epoch 1/2... Discriminator Loss: 0.8704... Generator Loss: 0.8638
Epoch 1/2... Discriminator Loss: 1.3867... Generator Loss: 0.5678
Epoch 1/2... Discriminator Loss: 0.4550... Generator Loss: 2.2573
Epoch 1/2... Discriminator Loss: 0.4190... Generator Loss: 1.7485
Epoch 1/2... Discriminator Loss: 0.7706... Generator Loss: 1.1884
Epoch 1/2... Discriminator Loss: 0.4532... Generator Loss: 1.4809
Epoch 1/2... Discriminator Loss: 0.2636... Generator Loss: 1.9626
Epoch 1/2... Discriminator Loss: 0.4342... Generator Loss: 1.7189
Epoch 1/2... Discriminator Loss: 2.3110... Generator Loss: 0.1535
Epoch 1/2... Discriminator Loss: 1.1795... Generator Loss: 0.5572
Epoch 1/2... Discriminator Loss: 0.6534... Generator Loss: 1.0543
Epoch 1/2... Discriminator Loss: 3.2910... Generator Loss: 0.0517
Epoch 1/2... Discriminator Loss: 0.8509... Generator Loss: 0.9072
Epoch 1/2... Discriminator Loss: 1.6032... Generator Loss: 0.3425
Epoch 1/2... Discriminator Loss: 1.5332... Generator Loss: 0.4184
Epoch 1/2... Discriminator Loss: 0.7984... Generator Loss: 1.1661
Epoch 1/2... Discriminator Loss: 0.3481... Generator Loss: 2.8105
Epoch 1/2... Discriminator Loss: 1.1400... Generator Loss: 3.9310
Epoch 1/2... Discriminator Loss: 0.8465... Generator Loss: 1.0462
Epoch 1/2... Discriminator Loss: 1.0850... Generator Loss: 0.9106
Epoch 1/2... Discriminator Loss: 1.0115... Generator Loss: 0.8736
Epoch 1/2... Discriminator Loss: 3.0438... Generator Loss: 7.2089
Epoch 1/2... Discriminator Loss: 0.4244... Generator Loss: 2.7809
Epoch 1/2... Discriminator Loss: 3.4273... Generator Loss: 0.0800
Epoch 1/2... Discriminator Loss: 0.7446... Generator Loss: 1.0069
Epoch 1/2... Discriminator Loss: 0.9943... Generator Loss: 0.7547
Epoch 1/2... Discriminator Loss: 1.8899... Generator Loss: 0.4537
Epoch 1/2... Discriminator Loss: 3.4840... Generator Loss: 0.0667
Epoch 1/2... Discriminator Loss: 0.8151... Generator Loss: 1.0018
Epoch 1/2... Discriminator Loss: 1.0900... Generator Loss: 0.9295
Epoch 1/2... Discriminator Loss: 0.9330... Generator Loss: 0.7724
Epoch 1/2... Discriminator Loss: 0.7640... Generator Loss: 1.0766
Epoch 1/2... Discriminator Loss: 1.9127... Generator Loss: 0.2576
Epoch 1/2... Discriminator Loss: 1.4719... Generator Loss: 0.6772
Epoch 1/2... Discriminator Loss: 2.7456... Generator Loss: 0.4105
Epoch 1/2... Discriminator Loss: 1.9890... Generator Loss: 0.2721
Epoch 1/2... Discriminator Loss: 1.0041... Generator Loss: 1.1203
Epoch 1/2... Discriminator Loss: 1.0691... Generator Loss: 0.6799
Epoch 1/2... Discriminator Loss: 1.3637... Generator Loss: 0.4631
Epoch 1/2... Discriminator Loss: 1.6361... Generator Loss: 0.3448
Epoch 1/2... Discriminator Loss: 1.0924... Generator Loss: 0.7450
Epoch 1/2... Discriminator Loss: 0.3570... Generator Loss: 2.6464
Epoch 1/2... Discriminator Loss: 1.3583... Generator Loss: 0.5522
Epoch 1/2... Discriminator Loss: 2.1674... Generator Loss: 0.2670
Epoch 1/2... Discriminator Loss: 0.7818... Generator Loss: 0.9731
Epoch 1/2... Discriminator Loss: 1.9179... Generator Loss: 0.2662
Epoch 1/2... Discriminator Loss: 0.8174... Generator Loss: 0.9982
Epoch 1/2... Discriminator Loss: 0.4755... Generator Loss: 1.3638
Epoch 1/2... Discriminator Loss: 4.5915... Generator Loss: 0.0302
Epoch 1/2... Discriminator Loss: 0.3646... Generator Loss: 2.1032
Epoch 1/2... Discriminator Loss: 1.0108... Generator Loss: 0.6387
Epoch 1/2... Discriminator Loss: 0.6201... Generator Loss: 1.3454
Epoch 1/2... Discriminator Loss: 1.4170... Generator Loss: 0.4433
Epoch 1/2... Discriminator Loss: 1.1889... Generator Loss: 0.4601
Epoch 1/2... Discriminator Loss: 1.6406... Generator Loss: 0.4793
Epoch 1/2... Discriminator Loss: 0.5742... Generator Loss: 2.1950
Epoch 1/2... Discriminator Loss: 2.7975... Generator Loss: 0.2664
Epoch 1/2... Discriminator Loss: 0.6835... Generator Loss: 1.1503
Epoch 1/2... Discriminator Loss: 0.7492... Generator Loss: 1.6054
Epoch 1/2... Discriminator Loss: 3.1900... Generator Loss: 0.1025
Epoch 1/2... Discriminator Loss: 0.7810... Generator Loss: 0.7906
Epoch 1/2... Discriminator Loss: 1.4424... Generator Loss: 0.3697
Epoch 1/2... Discriminator Loss: 1.0767... Generator Loss: 0.6297
Epoch 1/2... Discriminator Loss: 1.1926... Generator Loss: 0.5471
Epoch 1/2... Discriminator Loss: 1.8972... Generator Loss: 0.2385
Epoch 1/2... Discriminator Loss: 0.4309... Generator Loss: 1.5391
Epoch 1/2... Discriminator Loss: 0.5698... Generator Loss: 1.2360
Epoch 1/2... Discriminator Loss: 0.7639... Generator Loss: 1.0828
Epoch 1/2... Discriminator Loss: 3.9421... Generator Loss: 0.0365
Epoch 1/2... Discriminator Loss: 1.3835... Generator Loss: 2.6584
Epoch 1/2... Discriminator Loss: 0.2983... Generator Loss: 6.8883
Epoch 1/2... Discriminator Loss: 0.8165... Generator Loss: 0.9091
Epoch 1/2... Discriminator Loss: 2.0921... Generator Loss: 0.2165
Epoch 1/2... Discriminator Loss: 0.4428... Generator Loss: 1.9147
Epoch 1/2... Discriminator Loss: 1.1063... Generator Loss: 0.6073
Epoch 1/2... Discriminator Loss: 1.5902... Generator Loss: 0.7128
Epoch 1/2... Discriminator Loss: 1.8129... Generator Loss: 0.4615
Epoch 1/2... Discriminator Loss: 1.1098... Generator Loss: 1.2817
Epoch 1/2... Discriminator Loss: 0.6879... Generator Loss: 0.9431
Epoch 1/2... Discriminator Loss: 0.7142... Generator Loss: 1.3142
Epoch 1/2... Discriminator Loss: 1.2280... Generator Loss: 0.6140
Epoch 1/2... Discriminator Loss: 1.5002... Generator Loss: 0.3794
Epoch 1/2... Discriminator Loss: 0.5642... Generator Loss: 1.6453
Epoch 1/2... Discriminator Loss: 0.5971... Generator Loss: 2.2631
Epoch 1/2... Discriminator Loss: 0.7185... Generator Loss: 1.5342
Epoch 1/2... Discriminator Loss: 1.1341... Generator Loss: 0.6011
Epoch 1/2... Discriminator Loss: 0.9605... Generator Loss: 0.7114
Epoch 1/2... Discriminator Loss: 0.4985... Generator Loss: 1.8230
Epoch 1/2... Discriminator Loss: 0.9898... Generator Loss: 0.7450
Epoch 1/2... Discriminator Loss: 0.5821... Generator Loss: 1.4081
Epoch 1/2... Discriminator Loss: 2.0999... Generator Loss: 0.2320
Epoch 1/2... Discriminator Loss: 0.4424... Generator Loss: 1.7797
Epoch 1/2... Discriminator Loss: 1.0452... Generator Loss: 0.8499
Epoch 1/2... Discriminator Loss: 0.7319... Generator Loss: 1.9012
Epoch 1/2... Discriminator Loss: 0.9437... Generator Loss: 0.8883
Epoch 1/2... Discriminator Loss: 0.6834... Generator Loss: 1.3603
Epoch 1/2... Discriminator Loss: 0.6316... Generator Loss: 1.8731
Epoch 1/2... Discriminator Loss: 1.4976... Generator Loss: 0.4036
Epoch 1/2... Discriminator Loss: 1.4211... Generator Loss: 0.6682
Epoch 1/2... Discriminator Loss: 2.9137... Generator Loss: 0.1448
Epoch 1/2... Discriminator Loss: 1.4358... Generator Loss: 0.4550
Epoch 1/2... Discriminator Loss: 0.5839... Generator Loss: 1.7935
Epoch 1/2... Discriminator Loss: 1.3415... Generator Loss: 0.4456
Epoch 1/2... Discriminator Loss: 0.5851... Generator Loss: 1.1794
Epoch 1/2... Discriminator Loss: 0.9383... Generator Loss: 0.9639
Epoch 1/2... Discriminator Loss: 0.2497... Generator Loss: 2.4082
Epoch 1/2... Discriminator Loss: 0.5285... Generator Loss: 1.2646
Epoch 1/2... Discriminator Loss: 1.3339... Generator Loss: 0.6268
Epoch 1/2... Discriminator Loss: 0.4288... Generator Loss: 1.2686
Epoch 2/2... Discriminator Loss: 2.7533... Generator Loss: 0.1043
Epoch 2/2... Discriminator Loss: 0.7093... Generator Loss: 1.3098
Epoch 2/2... Discriminator Loss: 0.8007... Generator Loss: 2.4846
Epoch 2/2... Discriminator Loss: 0.5617... Generator Loss: 1.7265
Epoch 2/2... Discriminator Loss: 0.6281... Generator Loss: 3.7618
Epoch 2/2... Discriminator Loss: 0.8000... Generator Loss: 5.4366
Epoch 2/2... Discriminator Loss: 0.6550... Generator Loss: 2.4685
Epoch 2/2... Discriminator Loss: 2.8787... Generator Loss: 0.1440
Epoch 2/2... Discriminator Loss: 2.3985... Generator Loss: 0.3320
Epoch 2/2... Discriminator Loss: 1.1892... Generator Loss: 0.5627
Epoch 2/2... Discriminator Loss: 1.2184... Generator Loss: 0.5491
Epoch 2/2... Discriminator Loss: 0.5117... Generator Loss: 2.4370
Epoch 2/2... Discriminator Loss: 2.4244... Generator Loss: 0.3097
Epoch 2/2... Discriminator Loss: 2.2775... Generator Loss: 0.2507
Epoch 2/2... Discriminator Loss: 0.5832... Generator Loss: 1.3539
Epoch 2/2... Discriminator Loss: 3.4560... Generator Loss: 0.0894
Epoch 2/2... Discriminator Loss: 2.9602... Generator Loss: 0.1338
Epoch 2/2... Discriminator Loss: 2.0115... Generator Loss: 0.2586
Epoch 2/2... Discriminator Loss: 0.9086... Generator Loss: 0.8095
Epoch 2/2... Discriminator Loss: 0.6356... Generator Loss: 1.1170
Epoch 2/2... Discriminator Loss: 1.5102... Generator Loss: 0.4544
Epoch 2/2... Discriminator Loss: 1.8878... Generator Loss: 0.2893
Epoch 2/2... Discriminator Loss: 1.4120... Generator Loss: 4.2327
Epoch 2/2... Discriminator Loss: 0.4996... Generator Loss: 1.9087
Epoch 2/2... Discriminator Loss: 0.7422... Generator Loss: 1.1472
Epoch 2/2... Discriminator Loss: 0.8562... Generator Loss: 0.8901
Epoch 2/2... Discriminator Loss: 2.8371... Generator Loss: 0.1199
Epoch 2/2... Discriminator Loss: 1.2005... Generator Loss: 0.5765
Epoch 2/2... Discriminator Loss: 1.3338... Generator Loss: 0.4671
Epoch 2/2... Discriminator Loss: 1.7438... Generator Loss: 0.3933
Epoch 2/2... Discriminator Loss: 1.2471... Generator Loss: 0.6333
Epoch 2/2... Discriminator Loss: 1.8652... Generator Loss: 0.3937
Epoch 2/2... Discriminator Loss: 2.7059... Generator Loss: 0.1575
Epoch 2/2... Discriminator Loss: 1.8279... Generator Loss: 0.4284
Epoch 2/2... Discriminator Loss: 2.1597... Generator Loss: 0.2557
Epoch 2/2... Discriminator Loss: 1.2835... Generator Loss: 0.6609
Epoch 2/2... Discriminator Loss: 2.9920... Generator Loss: 0.1246
Epoch 2/2... Discriminator Loss: 3.4888... Generator Loss: 0.0556
Epoch 2/2... Discriminator Loss: 1.2094... Generator Loss: 0.5033
Epoch 2/2... Discriminator Loss: 1.5773... Generator Loss: 0.4025
Epoch 2/2... Discriminator Loss: 0.6331... Generator Loss: 2.0393
Epoch 2/2... Discriminator Loss: 0.3640... Generator Loss: 1.8542
Epoch 2/2... Discriminator Loss: 3.3042... Generator Loss: 0.0848
Epoch 2/2... Discriminator Loss: 1.7694... Generator Loss: 0.2998
Epoch 2/2... Discriminator Loss: 1.4304... Generator Loss: 0.5729
Epoch 2/2... Discriminator Loss: 2.1028... Generator Loss: 0.2344
Epoch 2/2... Discriminator Loss: 0.4883... Generator Loss: 1.4920
Epoch 2/2... Discriminator Loss: 1.5025... Generator Loss: 1.0522
Epoch 2/2... Discriminator Loss: 1.1284... Generator Loss: 0.7791
Epoch 2/2... Discriminator Loss: 1.7991... Generator Loss: 0.3314
Epoch 2/2... Discriminator Loss: 1.5325... Generator Loss: 0.5656
Epoch 2/2... Discriminator Loss: 0.4484... Generator Loss: 1.2598
Epoch 2/2... Discriminator Loss: 4.0071... Generator Loss: 0.1627
Epoch 2/2... Discriminator Loss: 1.5767... Generator Loss: 0.3392
Epoch 2/2... Discriminator Loss: 1.4017... Generator Loss: 0.6548
Epoch 2/2... Discriminator Loss: 0.5854... Generator Loss: 1.5055
Epoch 2/2... Discriminator Loss: 1.0205... Generator Loss: 0.6710
Epoch 2/2... Discriminator Loss: 0.7127... Generator Loss: 1.4242
Epoch 2/2... Discriminator Loss: 1.2289... Generator Loss: 1.0490
Epoch 2/2... Discriminator Loss: 0.4120... Generator Loss: 1.8190
Epoch 2/2... Discriminator Loss: 1.0868... Generator Loss: 0.9396
Epoch 2/2... Discriminator Loss: 0.9240... Generator Loss: 0.7762
Epoch 2/2... Discriminator Loss: 0.7548... Generator Loss: 1.0207
Epoch 2/2... Discriminator Loss: 0.6214... Generator Loss: 1.6205
Epoch 2/2... Discriminator Loss: 1.5307... Generator Loss: 0.4673
Epoch 2/2... Discriminator Loss: 1.8657... Generator Loss: 0.2445
Epoch 2/2... Discriminator Loss: 1.9384... Generator Loss: 0.2570
Epoch 2/2... Discriminator Loss: 1.7707... Generator Loss: 0.3889
Epoch 2/2... Discriminator Loss: 0.3165... Generator Loss: 2.2095
Epoch 2/2... Discriminator Loss: 0.6137... Generator Loss: 1.3067
Epoch 2/2... Discriminator Loss: 1.9032... Generator Loss: 0.3065
Epoch 2/2... Discriminator Loss: 0.3786... Generator Loss: 2.2619
Epoch 2/2... Discriminator Loss: 0.3850... Generator Loss: 2.0347
Epoch 2/2... Discriminator Loss: 0.8431... Generator Loss: 1.0743
Epoch 2/2... Discriminator Loss: 0.8537... Generator Loss: 1.3363
Epoch 2/2... Discriminator Loss: 0.7878... Generator Loss: 2.2333
Epoch 2/2... Discriminator Loss: 0.4904... Generator Loss: 1.7413
Epoch 2/2... Discriminator Loss: 0.2629... Generator Loss: 1.8583
Epoch 2/2... Discriminator Loss: 2.2708... Generator Loss: 0.4450
Epoch 2/2... Discriminator Loss: 0.5446... Generator Loss: 3.2923
Epoch 2/2... Discriminator Loss: 1.7763... Generator Loss: 0.4730
Epoch 2/2... Discriminator Loss: 1.1246... Generator Loss: 0.7097
Epoch 2/2... Discriminator Loss: 1.3116... Generator Loss: 0.6164
Epoch 2/2... Discriminator Loss: 1.4236... Generator Loss: 0.5151
Epoch 2/2... Discriminator Loss: 1.0520... Generator Loss: 0.7182
Epoch 2/2... Discriminator Loss: 2.0928... Generator Loss: 0.2434
Epoch 2/2... Discriminator Loss: 1.2213... Generator Loss: 0.7774
Epoch 2/2... Discriminator Loss: 0.7923... Generator Loss: 1.3914
Epoch 2/2... Discriminator Loss: 1.0044... Generator Loss: 1.7946
Epoch 2/2... Discriminator Loss: 0.5110... Generator Loss: 1.3508
Epoch 2/2... Discriminator Loss: 1.1162... Generator Loss: 2.2094
Epoch 2/2... Discriminator Loss: 1.5974... Generator Loss: 0.4077
Epoch 2/2... Discriminator Loss: 1.1004... Generator Loss: 0.7104
Epoch 2/2... Discriminator Loss: 0.2245... Generator Loss: 3.1579
Epoch 2/2... Discriminator Loss: 0.6277... Generator Loss: 1.4772
Epoch 2/2... Discriminator Loss: 1.2636... Generator Loss: 0.5493
Epoch 2/2... Discriminator Loss: 0.7296... Generator Loss: 1.0619
Epoch 2/2... Discriminator Loss: 2.7708... Generator Loss: 0.1302
Epoch 2/2... Discriminator Loss: 0.8915... Generator Loss: 0.7289
Epoch 2/2... Discriminator Loss: 1.6661... Generator Loss: 0.4112
Epoch 2/2... Discriminator Loss: 0.1342... Generator Loss: 3.5609
Epoch 2/2... Discriminator Loss: 0.8023... Generator Loss: 1.2909
Epoch 2/2... Discriminator Loss: 1.2999... Generator Loss: 3.7411
Epoch 2/2... Discriminator Loss: 0.2292... Generator Loss: 2.7523
Epoch 2/2... Discriminator Loss: 2.1276... Generator Loss: 0.2764
Epoch 2/2... Discriminator Loss: 0.4318... Generator Loss: 4.5703
Epoch 2/2... Discriminator Loss: 0.4961... Generator Loss: 1.4882
Epoch 2/2... Discriminator Loss: 0.9174... Generator Loss: 1.0235
Epoch 2/2... Discriminator Loss: 1.6707... Generator Loss: 0.4531
Epoch 2/2... Discriminator Loss: 1.8142... Generator Loss: 0.3868
Epoch 2/2... Discriminator Loss: 3.3349... Generator Loss: 0.1067
Epoch 2/2... Discriminator Loss: 1.4740... Generator Loss: 0.5384
Epoch 2/2... Discriminator Loss: 0.9735... Generator Loss: 0.7274
Epoch 2/2... Discriminator Loss: 2.1494... Generator Loss: 0.1675
Epoch 2/2... Discriminator Loss: 0.4173... Generator Loss: 2.2915
Epoch 2/2... Discriminator Loss: 1.2199... Generator Loss: 0.9220
Epoch 2/2... Discriminator Loss: 2.2362... Generator Loss: 0.1851
Epoch 2/2... Discriminator Loss: 0.6735... Generator Loss: 1.1364
Epoch 2/2... Discriminator Loss: 0.7964... Generator Loss: 0.9907
Epoch 2/2... Discriminator Loss: 0.8677... Generator Loss: 0.7674
Epoch 2/2... Discriminator Loss: 0.3843... Generator Loss: 1.8141
Epoch 2/2... Discriminator Loss: 0.9576... Generator Loss: 5.6083
Epoch 2/2... Discriminator Loss: 0.5069... Generator Loss: 1.5613
Epoch 2/2... Discriminator Loss: 4.0870... Generator Loss: 0.0487
Epoch 2/2... Discriminator Loss: 2.2457... Generator Loss: 0.8600
Epoch 2/2... Discriminator Loss: 2.5457... Generator Loss: 0.1602
Epoch 2/2... Discriminator Loss: 0.4889... Generator Loss: 1.4417
Epoch 2/2... Discriminator Loss: 0.5035... Generator Loss: 1.8050
Epoch 2/2... Discriminator Loss: 1.7673... Generator Loss: 0.4452
Epoch 2/2... Discriminator Loss: 1.4733... Generator Loss: 0.5240
Epoch 2/2... Discriminator Loss: 0.4230... Generator Loss: 3.4929
Epoch 2/2... Discriminator Loss: 0.1339... Generator Loss: 3.5409
Epoch 2/2... Discriminator Loss: 1.2544... Generator Loss: 0.8635
Epoch 2/2... Discriminator Loss: 1.3923... Generator Loss: 0.6028
Epoch 2/2... Discriminator Loss: 0.5310... Generator Loss: 1.6250
Epoch 2/2... Discriminator Loss: 0.5199... Generator Loss: 1.3255
Epoch 2/2... Discriminator Loss: 0.6999... Generator Loss: 1.0040
Epoch 2/2... Discriminator Loss: 2.6309... Generator Loss: 0.1624
Epoch 2/2... Discriminator Loss: 0.6393... Generator Loss: 1.2661
Epoch 2/2... Discriminator Loss: 1.1613... Generator Loss: 3.2855
Epoch 2/2... Discriminator Loss: 0.4032... Generator Loss: 1.6139
Epoch 2/2... Discriminator Loss: 1.1210... Generator Loss: 0.7003
Epoch 2/2... Discriminator Loss: 0.8391... Generator Loss: 0.9715
Epoch 2/2... Discriminator Loss: 0.5995... Generator Loss: 1.1001
Epoch 2/2... Discriminator Loss: 1.5141... Generator Loss: 0.3393
Epoch 2/2... Discriminator Loss: 2.0826... Generator Loss: 0.1948
Epoch 2/2... Discriminator Loss: 1.1455... Generator Loss: 0.8454
Epoch 2/2... Discriminator Loss: 1.6716... Generator Loss: 0.6694
Epoch 2/2... Discriminator Loss: 1.9687... Generator Loss: 0.2001
Epoch 2/2... Discriminator Loss: 1.4710... Generator Loss: 0.4823
Epoch 2/2... Discriminator Loss: 0.4816... Generator Loss: 1.4665
Epoch 2/2... Discriminator Loss: 2.0504... Generator Loss: 0.2073
Epoch 2/2... Discriminator Loss: 1.5902... Generator Loss: 0.3981
Epoch 2/2... Discriminator Loss: 1.8034... Generator Loss: 0.3476
Epoch 2/2... Discriminator Loss: 1.2604... Generator Loss: 0.5913
Epoch 2/2... Discriminator Loss: 1.5362... Generator Loss: 0.4829
Epoch 2/2... Discriminator Loss: 0.9230... Generator Loss: 0.7268
Epoch 2/2... Discriminator Loss: 1.2238... Generator Loss: 0.5883
Epoch 2/2... Discriminator Loss: 0.4764... Generator Loss: 1.3960
Epoch 2/2... Discriminator Loss: 0.9345... Generator Loss: 0.9900
Epoch 2/2... Discriminator Loss: 0.2187... Generator Loss: 2.3152
Epoch 2/2... Discriminator Loss: 0.4874... Generator Loss: 1.9505
Epoch 2/2... Discriminator Loss: 0.9977... Generator Loss: 3.0565
Epoch 2/2... Discriminator Loss: 1.0924... Generator Loss: 0.7359
Epoch 2/2... Discriminator Loss: 0.9542... Generator Loss: 0.8282
Epoch 2/2... Discriminator Loss: 2.1563... Generator Loss: 0.3263
Epoch 2/2... Discriminator Loss: 0.9171... Generator Loss: 1.1030
Epoch 2/2... Discriminator Loss: 0.6185... Generator Loss: 1.4181
Epoch 2/2... Discriminator Loss: 1.4125... Generator Loss: 0.4732
Epoch 2/2... Discriminator Loss: 1.7324... Generator Loss: 0.3941
Epoch 2/2... Discriminator Loss: 3.3030... Generator Loss: 0.0921
Epoch 2/2... Discriminator Loss: 3.1531... Generator Loss: 0.1001
Epoch 2/2... Discriminator Loss: 2.8611... Generator Loss: 0.1709
Epoch 2/2... Discriminator Loss: 0.9136... Generator Loss: 1.3139
Epoch 2/2... Discriminator Loss: 1.6301... Generator Loss: 0.4123
Epoch 2/2... Discriminator Loss: 2.5356... Generator Loss: 0.1416
Epoch 2/2... Discriminator Loss: 1.5023... Generator Loss: 0.3675
Epoch 2/2... Discriminator Loss: 1.4089... Generator Loss: 0.6081
Epoch 2/2... Discriminator Loss: 0.4301... Generator Loss: 1.8930
Epoch 2/2... Discriminator Loss: 0.8985... Generator Loss: 1.0656
Epoch 2/2... Discriminator Loss: 1.5805... Generator Loss: 0.3595
Epoch 2/2... Discriminator Loss: 0.1571... Generator Loss: 3.4145
Epoch 2/2... Discriminator Loss: 1.6927... Generator Loss: 0.2996
Epoch 2/2... Discriminator Loss: 0.5056... Generator Loss: 2.8430
Epoch 2/2... Discriminator Loss: 0.9125... Generator Loss: 1.4231
Epoch 2/2... Discriminator Loss: 0.6569... Generator Loss: 1.6349
Epoch 2/2... Discriminator Loss: 0.9932... Generator Loss: 0.8414
Epoch 2/2... Discriminator Loss: 1.7046... Generator Loss: 0.5474
Epoch 2/2... Discriminator Loss: 1.8697... Generator Loss: 0.2323
Epoch 2/2... Discriminator Loss: 1.4226... Generator Loss: 0.5688
Epoch 2/2... Discriminator Loss: 1.0671... Generator Loss: 0.8716
Epoch 2/2... Discriminator Loss: 1.9853... Generator Loss: 0.4204
Epoch 2/2... Discriminator Loss: 2.5828... Generator Loss: 0.2150
Epoch 2/2... Discriminator Loss: 1.6302... Generator Loss: 0.3837
Epoch 2/2... Discriminator Loss: 0.3169... Generator Loss: 2.6632
Epoch 2/2... Discriminator Loss: 0.7731... Generator Loss: 1.1347
Epoch 2/2... Discriminator Loss: 1.9977... Generator Loss: 0.3763
Epoch 2/2... Discriminator Loss: 1.0519... Generator Loss: 0.7206
Epoch 2/2... Discriminator Loss: 0.2756... Generator Loss: 2.2576
Epoch 2/2... Discriminator Loss: 1.3465... Generator Loss: 0.4606
Epoch 2/2... Discriminator Loss: 0.7335... Generator Loss: 0.9920
Epoch 2/2... Discriminator Loss: 0.8612... Generator Loss: 0.9555
Epoch 2/2... Discriminator Loss: 1.6790... Generator Loss: 0.3599
Epoch 2/2... Discriminator Loss: 0.9298... Generator Loss: 0.6906
Epoch 2/2... Discriminator Loss: 0.8884... Generator Loss: 4.0326
Epoch 2/2... Discriminator Loss: 1.0380... Generator Loss: 0.6609
Epoch 2/2... Discriminator Loss: 0.8702... Generator Loss: 0.8959
Epoch 2/2... Discriminator Loss: 0.7031... Generator Loss: 1.1435
Epoch 2/2... Discriminator Loss: 1.3737... Generator Loss: 0.8307
Epoch 2/2... Discriminator Loss: 1.8336... Generator Loss: 0.3024
Epoch 2/2... Discriminator Loss: 0.5000... Generator Loss: 1.7575
Epoch 2/2... Discriminator Loss: 0.2922... Generator Loss: 2.2477
Epoch 2/2... Discriminator Loss: 0.8180... Generator Loss: 1.0357
Epoch 2/2... Discriminator Loss: 1.5211... Generator Loss: 4.5439
Epoch 2/2... Discriminator Loss: 2.9744... Generator Loss: 7.8767
Epoch 2/2... Discriminator Loss: 0.5767... Generator Loss: 1.9301
Epoch 2/2... Discriminator Loss: 0.3617... Generator Loss: 2.6459
Epoch 2/2... Discriminator Loss: 1.2720... Generator Loss: 0.6201
Epoch 2/2... Discriminator Loss: 0.6290... Generator Loss: 1.7012
Epoch 2/2... Discriminator Loss: 0.4691... Generator Loss: 1.6359
Epoch 2/2... Discriminator Loss: 1.2055... Generator Loss: 0.6939
Epoch 2/2... Discriminator Loss: 1.2912... Generator Loss: 0.5548
Epoch 2/2... Discriminator Loss: 1.9358... Generator Loss: 0.3666
Epoch 2/2... Discriminator Loss: 2.4505... Generator Loss: 0.3609
Epoch 2/2... Discriminator Loss: 1.7901... Generator Loss: 0.2993
Epoch 2/2... Discriminator Loss: 0.8981... Generator Loss: 0.7175
Epoch 2/2... Discriminator Loss: 1.2563... Generator Loss: 0.7403
Epoch 2/2... Discriminator Loss: 0.3378... Generator Loss: 4.3157
Epoch 2/2... Discriminator Loss: 1.5666... Generator Loss: 0.3506
Epoch 2/2... Discriminator Loss: 0.4664... Generator Loss: 2.4161
Epoch 2/2... Discriminator Loss: 2.4623... Generator Loss: 0.1460
Epoch 2/2... Discriminator Loss: 2.9097... Generator Loss: 0.1262
Epoch 2/2... Discriminator Loss: 0.5902... Generator Loss: 4.7267
Epoch 2/2... Discriminator Loss: 0.4650... Generator Loss: 1.9439
Epoch 2/2... Discriminator Loss: 3.4558... Generator Loss: 0.0959
Epoch 2/2... Discriminator Loss: 1.6647... Generator Loss: 0.4175
Epoch 2/2... Discriminator Loss: 1.4459... Generator Loss: 0.4591
Epoch 2/2... Discriminator Loss: 0.7198... Generator Loss: 0.8960
Epoch 2/2... Discriminator Loss: 0.2588... Generator Loss: 2.1296
Epoch 2/2... Discriminator Loss: 0.7715... Generator Loss: 1.0536
Epoch 2/2... Discriminator Loss: 0.8561... Generator Loss: 0.7534
Epoch 2/2... Discriminator Loss: 0.4642... Generator Loss: 1.4977
Epoch 2/2... Discriminator Loss: 1.2989... Generator Loss: 0.5496
Epoch 2/2... Discriminator Loss: 0.6829... Generator Loss: 0.9456
Epoch 2/2... Discriminator Loss: 1.9416... Generator Loss: 0.2477
Epoch 2/2... Discriminator Loss: 0.9107... Generator Loss: 0.7516
Epoch 2/2... Discriminator Loss: 2.0275... Generator Loss: 0.2541
Epoch 2/2... Discriminator Loss: 0.5784... Generator Loss: 2.6683
Epoch 2/2... Discriminator Loss: 0.5439... Generator Loss: 3.6940
Epoch 2/2... Discriminator Loss: 0.9470... Generator Loss: 1.4111
Epoch 2/2... Discriminator Loss: 0.9335... Generator Loss: 1.3207
Epoch 2/2... Discriminator Loss: 1.6084... Generator Loss: 0.5436
Epoch 2/2... Discriminator Loss: 0.4159... Generator Loss: 1.4619
Epoch 2/2... Discriminator Loss: 0.5294... Generator Loss: 2.0298
Epoch 2/2... Discriminator Loss: 0.5658... Generator Loss: 1.3893
Epoch 2/2... Discriminator Loss: 1.6755... Generator Loss: 0.3357
Epoch 2/2... Discriminator Loss: 0.6856... Generator Loss: 1.5231
Epoch 2/2... Discriminator Loss: 0.5896... Generator Loss: 1.2787
Epoch 2/2... Discriminator Loss: 0.2645... Generator Loss: 2.0731
Epoch 2/2... Discriminator Loss: 3.9484... Generator Loss: 0.0350
Epoch 2/2... Discriminator Loss: 3.8788... Generator Loss: 7.9505
Epoch 2/2... Discriminator Loss: 0.1247... Generator Loss: 4.8157
Epoch 2/2... Discriminator Loss: 1.7433... Generator Loss: 0.2883
Epoch 2/2... Discriminator Loss: 2.8110... Generator Loss: 0.1042
Epoch 2/2... Discriminator Loss: 2.1403... Generator Loss: 0.3395
Epoch 2/2... Discriminator Loss: 3.2915... Generator Loss: 0.1124
Epoch 2/2... Discriminator Loss: 1.6037... Generator Loss: 0.4376
Epoch 2/2... Discriminator Loss: 0.6644... Generator Loss: 1.3164
Epoch 2/2... Discriminator Loss: 1.9715... Generator Loss: 0.4537
Epoch 2/2... Discriminator Loss: 0.9497... Generator Loss: 7.0311
Epoch 2/2... Discriminator Loss: 0.9565... Generator Loss: 0.8597
Epoch 2/2... Discriminator Loss: 1.8070... Generator Loss: 0.3257
Epoch 2/2... Discriminator Loss: 1.5917... Generator Loss: 0.4871
Epoch 2/2... Discriminator Loss: 1.6063... Generator Loss: 0.4743
Epoch 2/2... Discriminator Loss: 0.7116... Generator Loss: 1.7053
Epoch 2/2... Discriminator Loss: 0.3405... Generator Loss: 3.2379
Epoch 2/2... Discriminator Loss: 1.3149... Generator Loss: 0.6371
Epoch 2/2... Discriminator Loss: 1.6954... Generator Loss: 0.3438
Epoch 2/2... Discriminator Loss: 0.8434... Generator Loss: 1.0301
Epoch 2/2... Discriminator Loss: 1.0672... Generator Loss: 0.6723
Epoch 2/2... Discriminator Loss: 0.3087... Generator Loss: 2.5263
Epoch 2/2... Discriminator Loss: 3.1416... Generator Loss: 0.1053
Epoch 2/2... Discriminator Loss: 0.7616... Generator Loss: 2.4663
Epoch 2/2... Discriminator Loss: 0.8016... Generator Loss: 1.3993
Epoch 2/2... Discriminator Loss: 2.6350... Generator Loss: 0.1800
Epoch 2/2... Discriminator Loss: 3.2778... Generator Loss: 0.0919
Epoch 2/2... Discriminator Loss: 1.0713... Generator Loss: 0.6458
Epoch 2/2... Discriminator Loss: 0.7586... Generator Loss: 0.9777
Epoch 2/2... Discriminator Loss: 1.5413... Generator Loss: 0.3879
Epoch 2/2... Discriminator Loss: 0.1764... Generator Loss: 2.6468
Epoch 2/2... Discriminator Loss: 1.6274... Generator Loss: 0.4180
Epoch 2/2... Discriminator Loss: 0.4886... Generator Loss: 1.4569
Epoch 2/2... Discriminator Loss: 0.4925... Generator Loss: 1.9340
Epoch 2/2... Discriminator Loss: 1.2122... Generator Loss: 0.5007
Epoch 2/2... Discriminator Loss: 0.8784... Generator Loss: 0.8538
Epoch 2/2... Discriminator Loss: 0.4374... Generator Loss: 1.9549
Epoch 2/2... Discriminator Loss: 0.3462... Generator Loss: 2.6012
Epoch 2/2... Discriminator Loss: 0.8890... Generator Loss: 1.5646
Epoch 2/2... Discriminator Loss: 0.8971... Generator Loss: 3.3781
Epoch 2/2... Discriminator Loss: 1.9054... Generator Loss: 0.4196

CelebA

Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.

In [25]:
batch_size = 20
z_dim = 100
learning_rate = 0.0002
beta1 = 0.5


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1

celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
          celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/1... Discriminator Loss: 6.5698... Generator Loss: 0.0107
Epoch 1/1... Discriminator Loss: 0.7237... Generator Loss: 2.5134
Epoch 1/1... Discriminator Loss: 0.1518... Generator Loss: 3.8074
Epoch 1/1... Discriminator Loss: 0.0001... Generator Loss: 24.3013
Epoch 1/1... Discriminator Loss: 0.0259... Generator Loss: 23.4914
Epoch 1/1... Discriminator Loss: 0.4551... Generator Loss: 1.8586
Epoch 1/1... Discriminator Loss: 0.1001... Generator Loss: 3.6469
Epoch 1/1... Discriminator Loss: 2.1622... Generator Loss: 1.2286
Epoch 1/1... Discriminator Loss: 1.1695... Generator Loss: 1.8663
Epoch 1/1... Discriminator Loss: 1.8453... Generator Loss: 1.5000
Epoch 1/1... Discriminator Loss: 0.5951... Generator Loss: 6.5515
Epoch 1/1... Discriminator Loss: 0.9039... Generator Loss: 4.3083
Epoch 1/1... Discriminator Loss: 3.7884... Generator Loss: 0.0597
Epoch 1/1... Discriminator Loss: 2.1318... Generator Loss: 0.3098
Epoch 1/1... Discriminator Loss: 2.0302... Generator Loss: 0.2961
Epoch 1/1... Discriminator Loss: 0.6522... Generator Loss: 2.7106
Epoch 1/1... Discriminator Loss: 0.7579... Generator Loss: 1.1550
Epoch 1/1... Discriminator Loss: 3.4179... Generator Loss: 0.0482
Epoch 1/1... Discriminator Loss: 1.1037... Generator Loss: 4.7888
Epoch 1/1... Discriminator Loss: 1.0075... Generator Loss: 0.8711
Epoch 1/1... Discriminator Loss: 1.3638... Generator Loss: 0.5093
Epoch 1/1... Discriminator Loss: 0.9192... Generator Loss: 1.0359
Epoch 1/1... Discriminator Loss: 2.0785... Generator Loss: 0.6524
Epoch 1/1... Discriminator Loss: 1.8783... Generator Loss: 0.4412
Epoch 1/1... Discriminator Loss: 0.5995... Generator Loss: 2.0230
Epoch 1/1... Discriminator Loss: 1.1895... Generator Loss: 0.6113
Epoch 1/1... Discriminator Loss: 1.8352... Generator Loss: 0.3939
Epoch 1/1... Discriminator Loss: 1.3738... Generator Loss: 0.8273
Epoch 1/1... Discriminator Loss: 0.8366... Generator Loss: 1.1405
Epoch 1/1... Discriminator Loss: 0.9741... Generator Loss: 1.9412
Epoch 1/1... Discriminator Loss: 3.5444... Generator Loss: 0.0679
Epoch 1/1... Discriminator Loss: 1.0433... Generator Loss: 0.9025
Epoch 1/1... Discriminator Loss: 1.2529... Generator Loss: 2.8668
Epoch 1/1... Discriminator Loss: 2.1724... Generator Loss: 0.4286
Epoch 1/1... Discriminator Loss: 2.5998... Generator Loss: 0.1199
Epoch 1/1... Discriminator Loss: 1.3512... Generator Loss: 0.6108
Epoch 1/1... Discriminator Loss: 1.5363... Generator Loss: 0.5298
Epoch 1/1... Discriminator Loss: 3.4159... Generator Loss: 0.0546
Epoch 1/1... Discriminator Loss: 1.4588... Generator Loss: 0.4686
Epoch 1/1... Discriminator Loss: 1.8180... Generator Loss: 0.3157
Epoch 1/1... Discriminator Loss: 2.7997... Generator Loss: 0.0831
Epoch 1/1... Discriminator Loss: 1.6008... Generator Loss: 0.3307
Epoch 1/1... Discriminator Loss: 3.3873... Generator Loss: 0.0419
Epoch 1/1... Discriminator Loss: 0.9119... Generator Loss: 1.4981
Epoch 1/1... Discriminator Loss: 1.0227... Generator Loss: 0.7986
Epoch 1/1... Discriminator Loss: 1.1389... Generator Loss: 0.7451
Epoch 1/1... Discriminator Loss: 1.0311... Generator Loss: 1.3170
Epoch 1/1... Discriminator Loss: 1.3434... Generator Loss: 0.4588
Epoch 1/1... Discriminator Loss: 1.0124... Generator Loss: 0.7337
Epoch 1/1... Discriminator Loss: 1.4782... Generator Loss: 0.3917
Epoch 1/1... Discriminator Loss: 0.6742... Generator Loss: 1.0668
Epoch 1/1... Discriminator Loss: 1.0248... Generator Loss: 0.6417
Epoch 1/1... Discriminator Loss: 0.6413... Generator Loss: 1.1566
Epoch 1/1... Discriminator Loss: 2.4332... Generator Loss: 0.1885
Epoch 1/1... Discriminator Loss: 1.2697... Generator Loss: 1.1314
Epoch 1/1... Discriminator Loss: 0.8239... Generator Loss: 1.4682
Epoch 1/1... Discriminator Loss: 1.3825... Generator Loss: 0.5308
Epoch 1/1... Discriminator Loss: 1.2103... Generator Loss: 1.8924
Epoch 1/1... Discriminator Loss: 1.9933... Generator Loss: 0.2288
Epoch 1/1... Discriminator Loss: 1.2622... Generator Loss: 0.6751
Epoch 1/1... Discriminator Loss: 0.5543... Generator Loss: 1.1242
Epoch 1/1... Discriminator Loss: 1.6932... Generator Loss: 3.8345
Epoch 1/1... Discriminator Loss: 2.3913... Generator Loss: 0.1424
Epoch 1/1... Discriminator Loss: 1.7669... Generator Loss: 0.2403
Epoch 1/1... Discriminator Loss: 1.3265... Generator Loss: 0.9438
Epoch 1/1... Discriminator Loss: 2.3978... Generator Loss: 0.1241
Epoch 1/1... Discriminator Loss: 1.2790... Generator Loss: 0.9034
Epoch 1/1... Discriminator Loss: 2.1860... Generator Loss: 0.1808
Epoch 1/1... Discriminator Loss: 0.6527... Generator Loss: 1.4953
Epoch 1/1... Discriminator Loss: 2.0244... Generator Loss: 4.2490
Epoch 1/1... Discriminator Loss: 1.6490... Generator Loss: 0.2782
Epoch 1/1... Discriminator Loss: 1.8068... Generator Loss: 0.3817
Epoch 1/1... Discriminator Loss: 0.6183... Generator Loss: 2.8799
Epoch 1/1... Discriminator Loss: 1.1572... Generator Loss: 0.5478
Epoch 1/1... Discriminator Loss: 1.1599... Generator Loss: 2.2498
Epoch 1/1... Discriminator Loss: 0.7832... Generator Loss: 1.4132
Epoch 1/1... Discriminator Loss: 1.6008... Generator Loss: 0.3192
Epoch 1/1... Discriminator Loss: 1.5673... Generator Loss: 0.3510
Epoch 1/1... Discriminator Loss: 1.0909... Generator Loss: 1.3887
Epoch 1/1... Discriminator Loss: 1.0758... Generator Loss: 0.6406
Epoch 1/1... Discriminator Loss: 1.1687... Generator Loss: 1.4899
Epoch 1/1... Discriminator Loss: 1.7670... Generator Loss: 0.2902
Epoch 1/1... Discriminator Loss: 0.7621... Generator Loss: 0.9943
Epoch 1/1... Discriminator Loss: 1.4481... Generator Loss: 0.3890
Epoch 1/1... Discriminator Loss: 1.4194... Generator Loss: 0.5815
Epoch 1/1... Discriminator Loss: 0.9509... Generator Loss: 1.9268
Epoch 1/1... Discriminator Loss: 1.4255... Generator Loss: 0.5150
Epoch 1/1... Discriminator Loss: 0.9595... Generator Loss: 1.0045
Epoch 1/1... Discriminator Loss: 1.0463... Generator Loss: 0.6317
Epoch 1/1... Discriminator Loss: 2.1257... Generator Loss: 0.1704
Epoch 1/1... Discriminator Loss: 0.9166... Generator Loss: 1.1431
Epoch 1/1... Discriminator Loss: 0.9370... Generator Loss: 1.7466
Epoch 1/1... Discriminator Loss: 0.7594... Generator Loss: 1.3324
Epoch 1/1... Discriminator Loss: 1.7520... Generator Loss: 0.2994
Epoch 1/1... Discriminator Loss: 0.9484... Generator Loss: 0.6918
Epoch 1/1... Discriminator Loss: 1.0732... Generator Loss: 0.5874
Epoch 1/1... Discriminator Loss: 0.9477... Generator Loss: 0.9526
Epoch 1/1... Discriminator Loss: 0.8724... Generator Loss: 1.3119
Epoch 1/1... Discriminator Loss: 1.1248... Generator Loss: 0.5899
Epoch 1/1... Discriminator Loss: 1.0667... Generator Loss: 1.3759
Epoch 1/1... Discriminator Loss: 1.3424... Generator Loss: 0.8303
Epoch 1/1... Discriminator Loss: 2.0837... Generator Loss: 0.2065
Epoch 1/1... Discriminator Loss: 1.2167... Generator Loss: 0.4503
Epoch 1/1... Discriminator Loss: 1.6218... Generator Loss: 0.3120
Epoch 1/1... Discriminator Loss: 0.9016... Generator Loss: 0.9224
Epoch 1/1... Discriminator Loss: 1.1834... Generator Loss: 1.5195
Epoch 1/1... Discriminator Loss: 0.8556... Generator Loss: 1.0481
Epoch 1/1... Discriminator Loss: 1.8170... Generator Loss: 0.2282
Epoch 1/1... Discriminator Loss: 0.8850... Generator Loss: 1.0466
Epoch 1/1... Discriminator Loss: 0.7792... Generator Loss: 1.0824
Epoch 1/1... Discriminator Loss: 0.9321... Generator Loss: 1.1358
Epoch 1/1... Discriminator Loss: 1.3584... Generator Loss: 0.5636
Epoch 1/1... Discriminator Loss: 1.4820... Generator Loss: 0.3809
Epoch 1/1... Discriminator Loss: 0.8135... Generator Loss: 1.0467
Epoch 1/1... Discriminator Loss: 1.2672... Generator Loss: 0.4320
Epoch 1/1... Discriminator Loss: 0.7081... Generator Loss: 1.2807
Epoch 1/1... Discriminator Loss: 1.2543... Generator Loss: 1.2707
Epoch 1/1... Discriminator Loss: 0.8838... Generator Loss: 1.4961
Epoch 1/1... Discriminator Loss: 0.8750... Generator Loss: 1.0845
Epoch 1/1... Discriminator Loss: 0.7783... Generator Loss: 1.0909
Epoch 1/1... Discriminator Loss: 1.0429... Generator Loss: 0.7327
Epoch 1/1... Discriminator Loss: 1.9255... Generator Loss: 0.1980
Epoch 1/1... Discriminator Loss: 1.3340... Generator Loss: 0.5865
Epoch 1/1... Discriminator Loss: 1.0678... Generator Loss: 1.5065
Epoch 1/1... Discriminator Loss: 1.5244... Generator Loss: 2.3253
Epoch 1/1... Discriminator Loss: 1.3577... Generator Loss: 0.5454
Epoch 1/1... Discriminator Loss: 1.0464... Generator Loss: 0.7367
Epoch 1/1... Discriminator Loss: 0.8986... Generator Loss: 1.1946
Epoch 1/1... Discriminator Loss: 1.8448... Generator Loss: 0.2290
Epoch 1/1... Discriminator Loss: 0.5975... Generator Loss: 1.4050
Epoch 1/1... Discriminator Loss: 1.8444... Generator Loss: 0.2677
Epoch 1/1... Discriminator Loss: 1.1614... Generator Loss: 0.7426
Epoch 1/1... Discriminator Loss: 0.9795... Generator Loss: 1.2476
Epoch 1/1... Discriminator Loss: 0.8200... Generator Loss: 1.5022
Epoch 1/1... Discriminator Loss: 2.2400... Generator Loss: 0.1694
Epoch 1/1... Discriminator Loss: 1.0715... Generator Loss: 1.5491
Epoch 1/1... Discriminator Loss: 1.2069... Generator Loss: 0.5962
Epoch 1/1... Discriminator Loss: 0.7306... Generator Loss: 1.5785
Epoch 1/1... Discriminator Loss: 0.7214... Generator Loss: 1.7214
Epoch 1/1... Discriminator Loss: 0.8168... Generator Loss: 1.4650
Epoch 1/1... Discriminator Loss: 1.1445... Generator Loss: 1.5912
Epoch 1/1... Discriminator Loss: 1.1465... Generator Loss: 0.6457
Epoch 1/1... Discriminator Loss: 1.0433... Generator Loss: 1.5938
Epoch 1/1... Discriminator Loss: 1.2317... Generator Loss: 0.6684
Epoch 1/1... Discriminator Loss: 1.5980... Generator Loss: 0.3252
Epoch 1/1... Discriminator Loss: 1.1394... Generator Loss: 2.3349
Epoch 1/1... Discriminator Loss: 0.6690... Generator Loss: 1.2194
Epoch 1/1... Discriminator Loss: 1.0960... Generator Loss: 1.8081
Epoch 1/1... Discriminator Loss: 1.0906... Generator Loss: 0.6871
Epoch 1/1... Discriminator Loss: 0.5737... Generator Loss: 1.8105
Epoch 1/1... Discriminator Loss: 1.0009... Generator Loss: 0.6734
Epoch 1/1... Discriminator Loss: 1.1126... Generator Loss: 2.2646
Epoch 1/1... Discriminator Loss: 2.0581... Generator Loss: 0.1740
Epoch 1/1... Discriminator Loss: 1.5205... Generator Loss: 0.3533
Epoch 1/1... Discriminator Loss: 0.7653... Generator Loss: 1.0379
Epoch 1/1... Discriminator Loss: 1.5708... Generator Loss: 3.7867
Epoch 1/1... Discriminator Loss: 1.3064... Generator Loss: 0.5881
Epoch 1/1... Discriminator Loss: 0.5675... Generator Loss: 1.3695
Epoch 1/1... Discriminator Loss: 2.0969... Generator Loss: 0.1766
Epoch 1/1... Discriminator Loss: 1.2240... Generator Loss: 0.9448
Epoch 1/1... Discriminator Loss: 0.8099... Generator Loss: 1.5643
Epoch 1/1... Discriminator Loss: 1.3199... Generator Loss: 0.4414
Epoch 1/1... Discriminator Loss: 1.5751... Generator Loss: 0.3221
Epoch 1/1... Discriminator Loss: 1.5386... Generator Loss: 0.3922
Epoch 1/1... Discriminator Loss: 1.0277... Generator Loss: 0.6663
Epoch 1/1... Discriminator Loss: 1.4227... Generator Loss: 0.3950
Epoch 1/1... Discriminator Loss: 1.8764... Generator Loss: 0.3033
Epoch 1/1... Discriminator Loss: 1.7648... Generator Loss: 0.2797
Epoch 1/1... Discriminator Loss: 1.5546... Generator Loss: 0.3023
Epoch 1/1... Discriminator Loss: 0.8746... Generator Loss: 0.7759
Epoch 1/1... Discriminator Loss: 1.3891... Generator Loss: 0.5149
Epoch 1/1... Discriminator Loss: 1.3840... Generator Loss: 0.6573
Epoch 1/1... Discriminator Loss: 1.7981... Generator Loss: 0.2988
Epoch 1/1... Discriminator Loss: 1.3741... Generator Loss: 0.5272
Epoch 1/1... Discriminator Loss: 0.9953... Generator Loss: 1.4834
Epoch 1/1... Discriminator Loss: 0.8494... Generator Loss: 1.7569
Epoch 1/1... Discriminator Loss: 1.6115... Generator Loss: 0.3285
Epoch 1/1... Discriminator Loss: 1.0052... Generator Loss: 0.8589
Epoch 1/1... Discriminator Loss: 1.0824... Generator Loss: 0.8610
Epoch 1/1... Discriminator Loss: 1.8924... Generator Loss: 0.2182
Epoch 1/1... Discriminator Loss: 1.5428... Generator Loss: 0.5004
Epoch 1/1... Discriminator Loss: 0.8912... Generator Loss: 0.8022
Epoch 1/1... Discriminator Loss: 1.1813... Generator Loss: 0.5531
Epoch 1/1... Discriminator Loss: 1.0055... Generator Loss: 1.0479
Epoch 1/1... Discriminator Loss: 2.4239... Generator Loss: 0.1223
Epoch 1/1... Discriminator Loss: 0.8491... Generator Loss: 0.9511
Epoch 1/1... Discriminator Loss: 2.7431... Generator Loss: 0.0958
Epoch 1/1... Discriminator Loss: 1.2168... Generator Loss: 0.9003
Epoch 1/1... Discriminator Loss: 1.2568... Generator Loss: 0.9368
Epoch 1/1... Discriminator Loss: 1.0683... Generator Loss: 0.6643
Epoch 1/1... Discriminator Loss: 0.8183... Generator Loss: 0.7718
Epoch 1/1... Discriminator Loss: 1.2904... Generator Loss: 0.7792
Epoch 1/1... Discriminator Loss: 1.4243... Generator Loss: 0.4053
Epoch 1/1... Discriminator Loss: 0.8072... Generator Loss: 1.1546
Epoch 1/1... Discriminator Loss: 0.9270... Generator Loss: 0.6920
Epoch 1/1... Discriminator Loss: 0.7770... Generator Loss: 1.1199
Epoch 1/1... Discriminator Loss: 1.6453... Generator Loss: 0.4753
Epoch 1/1... Discriminator Loss: 0.8681... Generator Loss: 1.0885
Epoch 1/1... Discriminator Loss: 0.9279... Generator Loss: 1.0407
Epoch 1/1... Discriminator Loss: 1.0649... Generator Loss: 0.7268
Epoch 1/1... Discriminator Loss: 1.1051... Generator Loss: 0.7520
Epoch 1/1... Discriminator Loss: 0.8512... Generator Loss: 0.9687
Epoch 1/1... Discriminator Loss: 1.7166... Generator Loss: 0.2946
Epoch 1/1... Discriminator Loss: 1.8240... Generator Loss: 0.2406
Epoch 1/1... Discriminator Loss: 0.9981... Generator Loss: 0.8307
Epoch 1/1... Discriminator Loss: 1.1304... Generator Loss: 1.4477
Epoch 1/1... Discriminator Loss: 0.9167... Generator Loss: 1.1247
Epoch 1/1... Discriminator Loss: 1.1183... Generator Loss: 0.7576
Epoch 1/1... Discriminator Loss: 1.2773... Generator Loss: 0.5350
Epoch 1/1... Discriminator Loss: 0.6909... Generator Loss: 1.3180
Epoch 1/1... Discriminator Loss: 1.0368... Generator Loss: 1.6424
Epoch 1/1... Discriminator Loss: 1.5704... Generator Loss: 0.8657
Epoch 1/1... Discriminator Loss: 1.4112... Generator Loss: 0.8026
Epoch 1/1... Discriminator Loss: 0.8612... Generator Loss: 1.0625
Epoch 1/1... Discriminator Loss: 1.7652... Generator Loss: 0.2668
Epoch 1/1... Discriminator Loss: 1.4138... Generator Loss: 0.5033
Epoch 1/1... Discriminator Loss: 0.7366... Generator Loss: 1.0730
Epoch 1/1... Discriminator Loss: 0.8759... Generator Loss: 1.2514
Epoch 1/1... Discriminator Loss: 0.9257... Generator Loss: 0.8203
Epoch 1/1... Discriminator Loss: 0.9177... Generator Loss: 2.0501
Epoch 1/1... Discriminator Loss: 2.0000... Generator Loss: 0.2206
Epoch 1/1... Discriminator Loss: 0.8014... Generator Loss: 0.9696
Epoch 1/1... Discriminator Loss: 2.2111... Generator Loss: 0.1891
Epoch 1/1... Discriminator Loss: 1.3205... Generator Loss: 0.4724
Epoch 1/1... Discriminator Loss: 1.2659... Generator Loss: 0.8022
Epoch 1/1... Discriminator Loss: 1.1668... Generator Loss: 1.4753
Epoch 1/1... Discriminator Loss: 1.1840... Generator Loss: 0.5354
Epoch 1/1... Discriminator Loss: 1.0991... Generator Loss: 0.6226
Epoch 1/1... Discriminator Loss: 1.0380... Generator Loss: 0.7718
Epoch 1/1... Discriminator Loss: 0.7529... Generator Loss: 1.2988
Epoch 1/1... Discriminator Loss: 1.2814... Generator Loss: 0.4603
Epoch 1/1... Discriminator Loss: 0.9312... Generator Loss: 0.9097
Epoch 1/1... Discriminator Loss: 1.6971... Generator Loss: 0.6125
Epoch 1/1... Discriminator Loss: 1.5188... Generator Loss: 0.3760
Epoch 1/1... Discriminator Loss: 0.9470... Generator Loss: 1.2109
Epoch 1/1... Discriminator Loss: 0.8822... Generator Loss: 0.9390
Epoch 1/1... Discriminator Loss: 1.0323... Generator Loss: 0.6531
Epoch 1/1... Discriminator Loss: 1.5921... Generator Loss: 1.5249
Epoch 1/1... Discriminator Loss: 1.3571... Generator Loss: 0.4482
Epoch 1/1... Discriminator Loss: 0.7598... Generator Loss: 1.0320
Epoch 1/1... Discriminator Loss: 1.1444... Generator Loss: 0.5699
Epoch 1/1... Discriminator Loss: 1.3359... Generator Loss: 0.7561
Epoch 1/1... Discriminator Loss: 1.2371... Generator Loss: 2.0209
Epoch 1/1... Discriminator Loss: 1.0605... Generator Loss: 0.7042
Epoch 1/1... Discriminator Loss: 1.1400... Generator Loss: 1.3212
Epoch 1/1... Discriminator Loss: 1.3517... Generator Loss: 0.3844
Epoch 1/1... Discriminator Loss: 1.0127... Generator Loss: 0.9031
Epoch 1/1... Discriminator Loss: 1.4157... Generator Loss: 0.5295
Epoch 1/1... Discriminator Loss: 0.7071... Generator Loss: 1.2969
Epoch 1/1... Discriminator Loss: 1.3139... Generator Loss: 0.5944
Epoch 1/1... Discriminator Loss: 0.9080... Generator Loss: 1.7212
Epoch 1/1... Discriminator Loss: 0.7111... Generator Loss: 0.9765
Epoch 1/1... Discriminator Loss: 1.9944... Generator Loss: 0.2195
Epoch 1/1... Discriminator Loss: 0.8040... Generator Loss: 1.5165
Epoch 1/1... Discriminator Loss: 1.5443... Generator Loss: 0.3279
Epoch 1/1... Discriminator Loss: 1.4853... Generator Loss: 0.3663
Epoch 1/1... Discriminator Loss: 0.8271... Generator Loss: 1.0460
Epoch 1/1... Discriminator Loss: 1.8076... Generator Loss: 0.2573
Epoch 1/1... Discriminator Loss: 1.0737... Generator Loss: 0.6959
Epoch 1/1... Discriminator Loss: 1.5738... Generator Loss: 0.3474
Epoch 1/1... Discriminator Loss: 0.9634... Generator Loss: 0.8653
Epoch 1/1... Discriminator Loss: 1.8022... Generator Loss: 0.2323
Epoch 1/1... Discriminator Loss: 0.6497... Generator Loss: 1.4030
Epoch 1/1... Discriminator Loss: 1.3005... Generator Loss: 0.5961
Epoch 1/1... Discriminator Loss: 1.7391... Generator Loss: 0.2636
Epoch 1/1... Discriminator Loss: 0.9461... Generator Loss: 0.7554
Epoch 1/1... Discriminator Loss: 0.8843... Generator Loss: 0.9957
Epoch 1/1... Discriminator Loss: 1.0507... Generator Loss: 0.7540
Epoch 1/1... Discriminator Loss: 1.0616... Generator Loss: 0.7958
Epoch 1/1... Discriminator Loss: 1.4007... Generator Loss: 0.9236
Epoch 1/1... Discriminator Loss: 0.9457... Generator Loss: 0.9939
Epoch 1/1... Discriminator Loss: 0.9144... Generator Loss: 0.8094
Epoch 1/1... Discriminator Loss: 1.7938... Generator Loss: 0.2416
Epoch 1/1... Discriminator Loss: 1.0446... Generator Loss: 0.7696
Epoch 1/1... Discriminator Loss: 1.1711... Generator Loss: 0.5314
Epoch 1/1... Discriminator Loss: 0.7137... Generator Loss: 1.0401
Epoch 1/1... Discriminator Loss: 2.0799... Generator Loss: 0.2215
Epoch 1/1... Discriminator Loss: 1.3144... Generator Loss: 0.5181
Epoch 1/1... Discriminator Loss: 1.6426... Generator Loss: 1.2983
Epoch 1/1... Discriminator Loss: 1.0438... Generator Loss: 0.8146
Epoch 1/1... Discriminator Loss: 0.8916... Generator Loss: 3.0989
Epoch 1/1... Discriminator Loss: 1.4130... Generator Loss: 0.4000
Epoch 1/1... Discriminator Loss: 1.2174... Generator Loss: 0.5641
Epoch 1/1... Discriminator Loss: 0.7825... Generator Loss: 0.7759
Epoch 1/1... Discriminator Loss: 0.8769... Generator Loss: 0.8717
Epoch 1/1... Discriminator Loss: 1.1402... Generator Loss: 0.4857
Epoch 1/1... Discriminator Loss: 1.3815... Generator Loss: 1.4583
Epoch 1/1... Discriminator Loss: 1.2125... Generator Loss: 0.6551
Epoch 1/1... Discriminator Loss: 1.0429... Generator Loss: 0.9827
Epoch 1/1... Discriminator Loss: 1.0949... Generator Loss: 0.6024
Epoch 1/1... Discriminator Loss: 1.6631... Generator Loss: 2.6153
Epoch 1/1... Discriminator Loss: 0.9288... Generator Loss: 0.8404
Epoch 1/1... Discriminator Loss: 0.9686... Generator Loss: 0.9004
Epoch 1/1... Discriminator Loss: 1.0878... Generator Loss: 1.3279
Epoch 1/1... Discriminator Loss: 1.2532... Generator Loss: 0.5431
Epoch 1/1... Discriminator Loss: 1.2571... Generator Loss: 0.8314
Epoch 1/1... Discriminator Loss: 1.0009... Generator Loss: 1.5286
Epoch 1/1... Discriminator Loss: 0.8077... Generator Loss: 1.1159
Epoch 1/1... Discriminator Loss: 0.9421... Generator Loss: 0.6863
Epoch 1/1... Discriminator Loss: 0.9949... Generator Loss: 0.8296
Epoch 1/1... Discriminator Loss: 1.1481... Generator Loss: 0.5093
Epoch 1/1... Discriminator Loss: 1.3709... Generator Loss: 0.4933
Epoch 1/1... Discriminator Loss: 0.6576... Generator Loss: 1.2890
Epoch 1/1... Discriminator Loss: 1.3837... Generator Loss: 0.3849
Epoch 1/1... Discriminator Loss: 1.1449... Generator Loss: 0.5484
Epoch 1/1... Discriminator Loss: 1.4846... Generator Loss: 0.3364
Epoch 1/1... Discriminator Loss: 0.8783... Generator Loss: 0.8549
Epoch 1/1... Discriminator Loss: 0.9325... Generator Loss: 1.0872
Epoch 1/1... Discriminator Loss: 1.1418... Generator Loss: 0.8031
Epoch 1/1... Discriminator Loss: 1.0499... Generator Loss: 0.6626
Epoch 1/1... Discriminator Loss: 1.3634... Generator Loss: 0.5420
Epoch 1/1... Discriminator Loss: 0.9486... Generator Loss: 0.7849
Epoch 1/1... Discriminator Loss: 1.1231... Generator Loss: 0.5902
Epoch 1/1... Discriminator Loss: 0.9647... Generator Loss: 0.7114
Epoch 1/1... Discriminator Loss: 1.1563... Generator Loss: 0.6761
Epoch 1/1... Discriminator Loss: 0.5854... Generator Loss: 1.3143
Epoch 1/1... Discriminator Loss: 1.5712... Generator Loss: 0.3629
Epoch 1/1... Discriminator Loss: 1.2821... Generator Loss: 1.7152
Epoch 1/1... Discriminator Loss: 1.1057... Generator Loss: 0.6723
Epoch 1/1... Discriminator Loss: 1.4151... Generator Loss: 1.5521
Epoch 1/1... Discriminator Loss: 0.7957... Generator Loss: 1.3893
Epoch 1/1... Discriminator Loss: 0.9666... Generator Loss: 1.0896
Epoch 1/1... Discriminator Loss: 1.1370... Generator Loss: 0.7209
Epoch 1/1... Discriminator Loss: 1.9577... Generator Loss: 0.2012
Epoch 1/1... Discriminator Loss: 1.3716... Generator Loss: 0.6540
Epoch 1/1... Discriminator Loss: 1.6884... Generator Loss: 0.2772
Epoch 1/1... Discriminator Loss: 1.5450... Generator Loss: 0.4200
Epoch 1/1... Discriminator Loss: 0.9012... Generator Loss: 0.8649
Epoch 1/1... Discriminator Loss: 0.9659... Generator Loss: 0.7869
Epoch 1/1... Discriminator Loss: 1.3078... Generator Loss: 0.4126
Epoch 1/1... Discriminator Loss: 1.0287... Generator Loss: 0.6881
Epoch 1/1... Discriminator Loss: 0.6804... Generator Loss: 1.3272
Epoch 1/1... Discriminator Loss: 1.5069... Generator Loss: 0.3843
Epoch 1/1... Discriminator Loss: 0.9014... Generator Loss: 0.7632
Epoch 1/1... Discriminator Loss: 0.9225... Generator Loss: 0.8046
Epoch 1/1... Discriminator Loss: 1.1230... Generator Loss: 0.8844
Epoch 1/1... Discriminator Loss: 1.0951... Generator Loss: 1.0417
Epoch 1/1... Discriminator Loss: 0.9625... Generator Loss: 0.9213
Epoch 1/1... Discriminator Loss: 1.2565... Generator Loss: 0.5538
Epoch 1/1... Discriminator Loss: 0.9234... Generator Loss: 0.8424
Epoch 1/1... Discriminator Loss: 1.5491... Generator Loss: 0.4210
Epoch 1/1... Discriminator Loss: 1.1494... Generator Loss: 0.7205
Epoch 1/1... Discriminator Loss: 1.7160... Generator Loss: 0.3125
Epoch 1/1... Discriminator Loss: 0.6614... Generator Loss: 1.5009
Epoch 1/1... Discriminator Loss: 1.2586... Generator Loss: 0.5374
Epoch 1/1... Discriminator Loss: 1.8727... Generator Loss: 0.3197
Epoch 1/1... Discriminator Loss: 0.7084... Generator Loss: 1.6063
Epoch 1/1... Discriminator Loss: 0.7492... Generator Loss: 1.4442
Epoch 1/1... Discriminator Loss: 1.2159... Generator Loss: 0.4617
Epoch 1/1... Discriminator Loss: 1.0072... Generator Loss: 1.4381
Epoch 1/1... Discriminator Loss: 1.1568... Generator Loss: 0.7451
Epoch 1/1... Discriminator Loss: 1.5889... Generator Loss: 0.3034
Epoch 1/1... Discriminator Loss: 1.4662... Generator Loss: 0.3199
Epoch 1/1... Discriminator Loss: 1.8671... Generator Loss: 0.2397
Epoch 1/1... Discriminator Loss: 1.2178... Generator Loss: 0.7558
Epoch 1/1... Discriminator Loss: 0.6737... Generator Loss: 1.1735
Epoch 1/1... Discriminator Loss: 1.1092... Generator Loss: 1.5271
Epoch 1/1... Discriminator Loss: 0.8793... Generator Loss: 0.8806
Epoch 1/1... Discriminator Loss: 1.3506... Generator Loss: 0.4959
Epoch 1/1... Discriminator Loss: 0.9081... Generator Loss: 0.9900
Epoch 1/1... Discriminator Loss: 0.8921... Generator Loss: 1.2506
Epoch 1/1... Discriminator Loss: 1.1831... Generator Loss: 0.5312
Epoch 1/1... Discriminator Loss: 0.9301... Generator Loss: 1.0948
Epoch 1/1... Discriminator Loss: 0.7220... Generator Loss: 1.7657
Epoch 1/1... Discriminator Loss: 1.8188... Generator Loss: 0.2270
Epoch 1/1... Discriminator Loss: 0.7573... Generator Loss: 1.0664
Epoch 1/1... Discriminator Loss: 1.2657... Generator Loss: 0.5000
Epoch 1/1... Discriminator Loss: 1.6044... Generator Loss: 0.5176
Epoch 1/1... Discriminator Loss: 0.8895... Generator Loss: 0.7778
Epoch 1/1... Discriminator Loss: 0.9407... Generator Loss: 1.2010
Epoch 1/1... Discriminator Loss: 0.9443... Generator Loss: 0.8023
Epoch 1/1... Discriminator Loss: 1.4405... Generator Loss: 0.3526
Epoch 1/1... Discriminator Loss: 1.4181... Generator Loss: 0.4107
Epoch 1/1... Discriminator Loss: 0.8197... Generator Loss: 1.2456
Epoch 1/1... Discriminator Loss: 1.2905... Generator Loss: 0.4636
Epoch 1/1... Discriminator Loss: 1.4211... Generator Loss: 0.5397
Epoch 1/1... Discriminator Loss: 1.1684... Generator Loss: 0.5474
Epoch 1/1... Discriminator Loss: 1.0695... Generator Loss: 0.7723
Epoch 1/1... Discriminator Loss: 1.1403... Generator Loss: 0.6138
Epoch 1/1... Discriminator Loss: 1.3016... Generator Loss: 0.4707
Epoch 1/1... Discriminator Loss: 2.0666... Generator Loss: 0.2051
Epoch 1/1... Discriminator Loss: 1.2558... Generator Loss: 0.4809
Epoch 1/1... Discriminator Loss: 1.2685... Generator Loss: 0.5424
Epoch 1/1... Discriminator Loss: 1.0744... Generator Loss: 1.0770
Epoch 1/1... Discriminator Loss: 0.8042... Generator Loss: 1.0384
Epoch 1/1... Discriminator Loss: 1.3895... Generator Loss: 0.4835
Epoch 1/1... Discriminator Loss: 1.1514... Generator Loss: 2.1635
Epoch 1/1... Discriminator Loss: 0.8826... Generator Loss: 0.8114
Epoch 1/1... Discriminator Loss: 1.4629... Generator Loss: 0.3743
Epoch 1/1... Discriminator Loss: 0.7643... Generator Loss: 1.0348
Epoch 1/1... Discriminator Loss: 1.6382... Generator Loss: 0.2674
Epoch 1/1... Discriminator Loss: 0.7850... Generator Loss: 1.5000
Epoch 1/1... Discriminator Loss: 1.4449... Generator Loss: 0.3722
Epoch 1/1... Discriminator Loss: 0.7204... Generator Loss: 1.2892
Epoch 1/1... Discriminator Loss: 0.8640... Generator Loss: 1.2259
Epoch 1/1... Discriminator Loss: 1.5670... Generator Loss: 0.3703
Epoch 1/1... Discriminator Loss: 1.4690... Generator Loss: 0.3706
Epoch 1/1... Discriminator Loss: 1.8025... Generator Loss: 0.2968
Epoch 1/1... Discriminator Loss: 1.4606... Generator Loss: 0.4184
Epoch 1/1... Discriminator Loss: 0.9280... Generator Loss: 0.9849
Epoch 1/1... Discriminator Loss: 1.1616... Generator Loss: 0.5006
Epoch 1/1... Discriminator Loss: 0.9892... Generator Loss: 0.6990
Epoch 1/1... Discriminator Loss: 0.6351... Generator Loss: 1.4038
Epoch 1/1... Discriminator Loss: 1.7440... Generator Loss: 0.2714
Epoch 1/1... Discriminator Loss: 0.6426... Generator Loss: 1.3516
Epoch 1/1... Discriminator Loss: 1.4366... Generator Loss: 0.5749
Epoch 1/1... Discriminator Loss: 0.8237... Generator Loss: 2.0177
Epoch 1/1... Discriminator Loss: 1.8896... Generator Loss: 0.2274
Epoch 1/1... Discriminator Loss: 1.9540... Generator Loss: 0.1987
Epoch 1/1... Discriminator Loss: 1.4755... Generator Loss: 0.3744
Epoch 1/1... Discriminator Loss: 1.1099... Generator Loss: 1.2770
Epoch 1/1... Discriminator Loss: 1.1119... Generator Loss: 0.7568
Epoch 1/1... Discriminator Loss: 1.1642... Generator Loss: 0.7945
Epoch 1/1... Discriminator Loss: 1.0168... Generator Loss: 0.7842
Epoch 1/1... Discriminator Loss: 1.1416... Generator Loss: 0.6078
Epoch 1/1... Discriminator Loss: 1.0419... Generator Loss: 0.6518
Epoch 1/1... Discriminator Loss: 2.1700... Generator Loss: 4.0341
Epoch 1/1... Discriminator Loss: 2.4640... Generator Loss: 0.1372
Epoch 1/1... Discriminator Loss: 1.3031... Generator Loss: 0.5231
Epoch 1/1... Discriminator Loss: 1.2199... Generator Loss: 0.6496
Epoch 1/1... Discriminator Loss: 1.8770... Generator Loss: 0.2033
Epoch 1/1... Discriminator Loss: 1.0811... Generator Loss: 0.7502
Epoch 1/1... Discriminator Loss: 1.4148... Generator Loss: 0.4268
Epoch 1/1... Discriminator Loss: 1.4707... Generator Loss: 0.4155
Epoch 1/1... Discriminator Loss: 1.4109... Generator Loss: 0.5152
Epoch 1/1... Discriminator Loss: 1.1865... Generator Loss: 0.5562
Epoch 1/1... Discriminator Loss: 1.2802... Generator Loss: 0.5892
Epoch 1/1... Discriminator Loss: 0.9183... Generator Loss: 1.7183
Epoch 1/1... Discriminator Loss: 1.4550... Generator Loss: 0.4323
Epoch 1/1... Discriminator Loss: 1.4851... Generator Loss: 0.5273
Epoch 1/1... Discriminator Loss: 1.7625... Generator Loss: 0.2550
Epoch 1/1... Discriminator Loss: 1.8430... Generator Loss: 0.2474
Epoch 1/1... Discriminator Loss: 1.4161... Generator Loss: 2.4296
Epoch 1/1... Discriminator Loss: 0.7126... Generator Loss: 1.0500
Epoch 1/1... Discriminator Loss: 1.0580... Generator Loss: 1.5859
Epoch 1/1... Discriminator Loss: 0.9473... Generator Loss: 0.8192
Epoch 1/1... Discriminator Loss: 0.9830... Generator Loss: 1.1410
Epoch 1/1... Discriminator Loss: 1.4050... Generator Loss: 0.3537
Epoch 1/1... Discriminator Loss: 1.5890... Generator Loss: 0.5037
Epoch 1/1... Discriminator Loss: 0.7003... Generator Loss: 0.9849
Epoch 1/1... Discriminator Loss: 1.0231... Generator Loss: 0.6309
Epoch 1/1... Discriminator Loss: 1.2127... Generator Loss: 0.5104
Epoch 1/1... Discriminator Loss: 1.0509... Generator Loss: 1.2180
Epoch 1/1... Discriminator Loss: 1.5503... Generator Loss: 0.3227
Epoch 1/1... Discriminator Loss: 1.3924... Generator Loss: 0.3731
Epoch 1/1... Discriminator Loss: 1.3829... Generator Loss: 0.3719
Epoch 1/1... Discriminator Loss: 0.9056... Generator Loss: 0.8088
Epoch 1/1... Discriminator Loss: 0.6695... Generator Loss: 1.3722
Epoch 1/1... Discriminator Loss: 1.4072... Generator Loss: 0.4929
Epoch 1/1... Discriminator Loss: 0.5169... Generator Loss: 1.3260
Epoch 1/1... Discriminator Loss: 1.2371... Generator Loss: 0.5323
Epoch 1/1... Discriminator Loss: 1.4670... Generator Loss: 0.3685
Epoch 1/1... Discriminator Loss: 1.3766... Generator Loss: 0.3851
Epoch 1/1... Discriminator Loss: 0.9997... Generator Loss: 0.9652
Epoch 1/1... Discriminator Loss: 0.9388... Generator Loss: 0.9578
Epoch 1/1... Discriminator Loss: 1.5793... Generator Loss: 0.3187
Epoch 1/1... Discriminator Loss: 1.0932... Generator Loss: 0.5630
Epoch 1/1... Discriminator Loss: 0.7766... Generator Loss: 1.8958
Epoch 1/1... Discriminator Loss: 1.6074... Generator Loss: 0.3369
Epoch 1/1... Discriminator Loss: 1.3223... Generator Loss: 0.4742
Epoch 1/1... Discriminator Loss: 0.7648... Generator Loss: 0.9718
Epoch 1/1... Discriminator Loss: 1.5061... Generator Loss: 0.4072
Epoch 1/1... Discriminator Loss: 0.7206... Generator Loss: 1.0160
Epoch 1/1... Discriminator Loss: 1.1197... Generator Loss: 0.7443
Epoch 1/1... Discriminator Loss: 1.9052... Generator Loss: 0.2227
Epoch 1/1... Discriminator Loss: 0.9352... Generator Loss: 1.2150
Epoch 1/1... Discriminator Loss: 1.3324... Generator Loss: 0.4893
Epoch 1/1... Discriminator Loss: 1.0029... Generator Loss: 0.6951
Epoch 1/1... Discriminator Loss: 1.2418... Generator Loss: 0.5191
Epoch 1/1... Discriminator Loss: 1.8586... Generator Loss: 0.2582
Epoch 1/1... Discriminator Loss: 0.9599... Generator Loss: 0.8586
Epoch 1/1... Discriminator Loss: 2.0641... Generator Loss: 0.2217
Epoch 1/1... Discriminator Loss: 1.8363... Generator Loss: 0.2360
Epoch 1/1... Discriminator Loss: 0.7763... Generator Loss: 1.1738
Epoch 1/1... Discriminator Loss: 1.1974... Generator Loss: 0.5215
Epoch 1/1... Discriminator Loss: 2.1466... Generator Loss: 0.1830
Epoch 1/1... Discriminator Loss: 1.5951... Generator Loss: 0.4324
Epoch 1/1... Discriminator Loss: 0.7168... Generator Loss: 1.4967
Epoch 1/1... Discriminator Loss: 1.2787... Generator Loss: 0.4834
Epoch 1/1... Discriminator Loss: 1.0777... Generator Loss: 0.7813
Epoch 1/1... Discriminator Loss: 0.8268... Generator Loss: 0.8546
Epoch 1/1... Discriminator Loss: 1.0222... Generator Loss: 0.5602
Epoch 1/1... Discriminator Loss: 1.1541... Generator Loss: 1.2264
Epoch 1/1... Discriminator Loss: 1.7670... Generator Loss: 0.2273
Epoch 1/1... Discriminator Loss: 1.1049... Generator Loss: 0.9945
Epoch 1/1... Discriminator Loss: 1.6013... Generator Loss: 0.3382
Epoch 1/1... Discriminator Loss: 1.3382... Generator Loss: 0.5546
Epoch 1/1... Discriminator Loss: 1.0946... Generator Loss: 0.7092
Epoch 1/1... Discriminator Loss: 0.8994... Generator Loss: 1.2915
Epoch 1/1... Discriminator Loss: 0.7983... Generator Loss: 1.3994
Epoch 1/1... Discriminator Loss: 1.2547... Generator Loss: 0.5296
Epoch 1/1... Discriminator Loss: 1.0940... Generator Loss: 0.7433
Epoch 1/1... Discriminator Loss: 0.8856... Generator Loss: 0.7406
Epoch 1/1... Discriminator Loss: 0.9857... Generator Loss: 1.2431
Epoch 1/1... Discriminator Loss: 1.6755... Generator Loss: 0.2824
Epoch 1/1... Discriminator Loss: 1.4358... Generator Loss: 0.4186
Epoch 1/1... Discriminator Loss: 1.8135... Generator Loss: 0.2535
Epoch 1/1... Discriminator Loss: 0.7361... Generator Loss: 1.6243
Epoch 1/1... Discriminator Loss: 1.0633... Generator Loss: 0.7674
Epoch 1/1... Discriminator Loss: 2.1177... Generator Loss: 0.1677
Epoch 1/1... Discriminator Loss: 0.7965... Generator Loss: 1.5999
Epoch 1/1... Discriminator Loss: 1.7405... Generator Loss: 0.2714
Epoch 1/1... Discriminator Loss: 1.2007... Generator Loss: 0.5584
Epoch 1/1... Discriminator Loss: 1.1356... Generator Loss: 0.5758
Epoch 1/1... Discriminator Loss: 0.9196... Generator Loss: 0.8158
Epoch 1/1... Discriminator Loss: 1.5717... Generator Loss: 0.3224
Epoch 1/1... Discriminator Loss: 0.8061... Generator Loss: 0.8270
Epoch 1/1... Discriminator Loss: 1.3583... Generator Loss: 0.5158
Epoch 1/1... Discriminator Loss: 2.0954... Generator Loss: 0.1577
Epoch 1/1... Discriminator Loss: 1.9323... Generator Loss: 0.1977
Epoch 1/1... Discriminator Loss: 1.0721... Generator Loss: 0.9816
Epoch 1/1... Discriminator Loss: 0.7894... Generator Loss: 1.4164
Epoch 1/1... Discriminator Loss: 1.5235... Generator Loss: 0.3221
Epoch 1/1... Discriminator Loss: 1.9667... Generator Loss: 0.2682
Epoch 1/1... Discriminator Loss: 1.4312... Generator Loss: 0.4088
Epoch 1/1... Discriminator Loss: 0.7733... Generator Loss: 1.1490
Epoch 1/1... Discriminator Loss: 1.1990... Generator Loss: 1.4200
Epoch 1/1... Discriminator Loss: 1.0846... Generator Loss: 0.7027
Epoch 1/1... Discriminator Loss: 1.3224... Generator Loss: 0.5612
Epoch 1/1... Discriminator Loss: 1.1565... Generator Loss: 0.5920
Epoch 1/1... Discriminator Loss: 0.9417... Generator Loss: 0.8860
Epoch 1/1... Discriminator Loss: 1.1508... Generator Loss: 1.1013
Epoch 1/1... Discriminator Loss: 0.8832... Generator Loss: 1.1391
Epoch 1/1... Discriminator Loss: 0.9512... Generator Loss: 1.0978
Epoch 1/1... Discriminator Loss: 1.1538... Generator Loss: 0.6696
Epoch 1/1... Discriminator Loss: 1.9028... Generator Loss: 0.2144
Epoch 1/1... Discriminator Loss: 1.2151... Generator Loss: 0.6285
Epoch 1/1... Discriminator Loss: 0.9747... Generator Loss: 0.8365
Epoch 1/1... Discriminator Loss: 0.8811... Generator Loss: 1.1662
Epoch 1/1... Discriminator Loss: 0.8474... Generator Loss: 0.9866
Epoch 1/1... Discriminator Loss: 1.6987... Generator Loss: 0.4653
Epoch 1/1... Discriminator Loss: 1.1392... Generator Loss: 0.5568
Epoch 1/1... Discriminator Loss: 1.1318... Generator Loss: 0.6443
Epoch 1/1... Discriminator Loss: 0.9357... Generator Loss: 0.6675
Epoch 1/1... Discriminator Loss: 1.4372... Generator Loss: 0.3473
Epoch 1/1... Discriminator Loss: 1.1967... Generator Loss: 1.7185
Epoch 1/1... Discriminator Loss: 1.3689... Generator Loss: 0.5144
Epoch 1/1... Discriminator Loss: 1.2598... Generator Loss: 0.5039
Epoch 1/1... Discriminator Loss: 1.9944... Generator Loss: 0.2439
Epoch 1/1... Discriminator Loss: 1.2566... Generator Loss: 0.5271
Epoch 1/1... Discriminator Loss: 1.0365... Generator Loss: 0.7084
Epoch 1/1... Discriminator Loss: 1.1899... Generator Loss: 0.5871
Epoch 1/1... Discriminator Loss: 0.9092... Generator Loss: 0.7001
Epoch 1/1... Discriminator Loss: 1.1457... Generator Loss: 0.5091
Epoch 1/1... Discriminator Loss: 1.3469... Generator Loss: 0.5049
Epoch 1/1... Discriminator Loss: 1.1564... Generator Loss: 0.5885
Epoch 1/1... Discriminator Loss: 1.7807... Generator Loss: 0.2437
Epoch 1/1... Discriminator Loss: 1.3997... Generator Loss: 0.3807
Epoch 1/1... Discriminator Loss: 1.5069... Generator Loss: 0.3587
Epoch 1/1... Discriminator Loss: 1.0786... Generator Loss: 0.5651
Epoch 1/1... Discriminator Loss: 1.4047... Generator Loss: 0.3755
Epoch 1/1... Discriminator Loss: 0.7825... Generator Loss: 1.0122
Epoch 1/1... Discriminator Loss: 0.8229... Generator Loss: 0.9488
Epoch 1/1... Discriminator Loss: 1.7656... Generator Loss: 0.2817
Epoch 1/1... Discriminator Loss: 1.1298... Generator Loss: 0.5864
Epoch 1/1... Discriminator Loss: 1.6663... Generator Loss: 0.2635
Epoch 1/1... Discriminator Loss: 1.1168... Generator Loss: 0.5661
Epoch 1/1... Discriminator Loss: 1.4163... Generator Loss: 0.4269
Epoch 1/1... Discriminator Loss: 1.2475... Generator Loss: 0.5035
Epoch 1/1... Discriminator Loss: 1.7432... Generator Loss: 0.3279
Epoch 1/1... Discriminator Loss: 1.1621... Generator Loss: 0.6350
Epoch 1/1... Discriminator Loss: 0.9879... Generator Loss: 0.7704
Epoch 1/1... Discriminator Loss: 2.6341... Generator Loss: 0.1026
Epoch 1/1... Discriminator Loss: 1.1787... Generator Loss: 0.7416
Epoch 1/1... Discriminator Loss: 1.0424... Generator Loss: 0.7780
Epoch 1/1... Discriminator Loss: 1.3787... Generator Loss: 0.5219
Epoch 1/1... Discriminator Loss: 1.3019... Generator Loss: 0.4263
Epoch 1/1... Discriminator Loss: 1.1219... Generator Loss: 0.6282
Epoch 1/1... Discriminator Loss: 0.8788... Generator Loss: 1.0263
Epoch 1/1... Discriminator Loss: 1.6161... Generator Loss: 0.3129
Epoch 1/1... Discriminator Loss: 1.0474... Generator Loss: 0.8697
Epoch 1/1... Discriminator Loss: 1.1396... Generator Loss: 0.5668
Epoch 1/1... Discriminator Loss: 0.9747... Generator Loss: 0.7468
Epoch 1/1... Discriminator Loss: 1.7018... Generator Loss: 0.2617
Epoch 1/1... Discriminator Loss: 1.3751... Generator Loss: 0.3867
Epoch 1/1... Discriminator Loss: 0.8964... Generator Loss: 0.7668
Epoch 1/1... Discriminator Loss: 1.1540... Generator Loss: 1.1641
Epoch 1/1... Discriminator Loss: 1.0931... Generator Loss: 0.9097
Epoch 1/1... Discriminator Loss: 0.9302... Generator Loss: 0.8689
Epoch 1/1... Discriminator Loss: 1.7095... Generator Loss: 0.3682
Epoch 1/1... Discriminator Loss: 1.1602... Generator Loss: 0.6072
Epoch 1/1... Discriminator Loss: 0.9283... Generator Loss: 0.8516
Epoch 1/1... Discriminator Loss: 1.1432... Generator Loss: 0.5550
Epoch 1/1... Discriminator Loss: 0.7719... Generator Loss: 1.0227
Epoch 1/1... Discriminator Loss: 0.9856... Generator Loss: 1.0055
Epoch 1/1... Discriminator Loss: 1.5211... Generator Loss: 0.3529
Epoch 1/1... Discriminator Loss: 1.6233... Generator Loss: 0.4345
Epoch 1/1... Discriminator Loss: 0.8520... Generator Loss: 1.0449
Epoch 1/1... Discriminator Loss: 1.3921... Generator Loss: 0.4124
Epoch 1/1... Discriminator Loss: 0.7976... Generator Loss: 1.3811
Epoch 1/1... Discriminator Loss: 0.9741... Generator Loss: 1.0472
Epoch 1/1... Discriminator Loss: 0.9788... Generator Loss: 0.9704
Epoch 1/1... Discriminator Loss: 1.1029... Generator Loss: 1.0850
Epoch 1/1... Discriminator Loss: 1.6952... Generator Loss: 0.3064
Epoch 1/1... Discriminator Loss: 1.0697... Generator Loss: 0.5722
Epoch 1/1... Discriminator Loss: 1.5357... Generator Loss: 0.3233
Epoch 1/1... Discriminator Loss: 1.4844... Generator Loss: 0.3830
Epoch 1/1... Discriminator Loss: 0.7023... Generator Loss: 1.0803
Epoch 1/1... Discriminator Loss: 0.9415... Generator Loss: 0.7062
Epoch 1/1... Discriminator Loss: 2.1139... Generator Loss: 0.1908
Epoch 1/1... Discriminator Loss: 1.2309... Generator Loss: 0.4493
Epoch 1/1... Discriminator Loss: 1.0079... Generator Loss: 1.1081
Epoch 1/1... Discriminator Loss: 1.4134... Generator Loss: 0.3800
Epoch 1/1... Discriminator Loss: 1.1288... Generator Loss: 0.6528
Epoch 1/1... Discriminator Loss: 1.1836... Generator Loss: 0.5425
Epoch 1/1... Discriminator Loss: 1.7102... Generator Loss: 0.2623
Epoch 1/1... Discriminator Loss: 0.8271... Generator Loss: 0.8162
Epoch 1/1... Discriminator Loss: 1.6915... Generator Loss: 0.2839
Epoch 1/1... Discriminator Loss: 1.1032... Generator Loss: 0.7764
Epoch 1/1... Discriminator Loss: 1.1580... Generator Loss: 0.4843
Epoch 1/1... Discriminator Loss: 1.1166... Generator Loss: 0.5658
Epoch 1/1... Discriminator Loss: 1.1415... Generator Loss: 0.6063
Epoch 1/1... Discriminator Loss: 1.3106... Generator Loss: 0.5367
Epoch 1/1... Discriminator Loss: 0.9879... Generator Loss: 0.9984
Epoch 1/1... Discriminator Loss: 1.4690... Generator Loss: 0.3573
Epoch 1/1... Discriminator Loss: 0.8614... Generator Loss: 1.0543
Epoch 1/1... Discriminator Loss: 1.4914... Generator Loss: 0.3455
Epoch 1/1... Discriminator Loss: 1.5864... Generator Loss: 0.2715
Epoch 1/1... Discriminator Loss: 1.2458... Generator Loss: 0.3972
Epoch 1/1... Discriminator Loss: 1.3268... Generator Loss: 0.4119
Epoch 1/1... Discriminator Loss: 1.1246... Generator Loss: 0.9469
Epoch 1/1... Discriminator Loss: 1.4685... Generator Loss: 0.3179
Epoch 1/1... Discriminator Loss: 1.8436... Generator Loss: 0.2315
Epoch 1/1... Discriminator Loss: 0.8296... Generator Loss: 0.8361
Epoch 1/1... Discriminator Loss: 1.5668... Generator Loss: 0.3573
Epoch 1/1... Discriminator Loss: 1.6019... Generator Loss: 0.3039
Epoch 1/1... Discriminator Loss: 2.2629... Generator Loss: 0.1924
Epoch 1/1... Discriminator Loss: 0.5644... Generator Loss: 1.3607
Epoch 1/1... Discriminator Loss: 1.3263... Generator Loss: 0.6332
Epoch 1/1... Discriminator Loss: 1.1494... Generator Loss: 0.5864
Epoch 1/1... Discriminator Loss: 1.7955... Generator Loss: 0.2302
Epoch 1/1... Discriminator Loss: 0.9398... Generator Loss: 0.7670
Epoch 1/1... Discriminator Loss: 0.8963... Generator Loss: 0.7497
Epoch 1/1... Discriminator Loss: 1.6657... Generator Loss: 0.2695
Epoch 1/1... Discriminator Loss: 1.6941... Generator Loss: 0.3399
Epoch 1/1... Discriminator Loss: 1.6823... Generator Loss: 0.2604
Epoch 1/1... Discriminator Loss: 1.1191... Generator Loss: 0.6401
Epoch 1/1... Discriminator Loss: 0.6968... Generator Loss: 1.0650
Epoch 1/1... Discriminator Loss: 1.0960... Generator Loss: 0.7695
Epoch 1/1... Discriminator Loss: 1.1212... Generator Loss: 0.7139
Epoch 1/1... Discriminator Loss: 1.3939... Generator Loss: 0.7855
Epoch 1/1... Discriminator Loss: 1.8776... Generator Loss: 0.2672
Epoch 1/1... Discriminator Loss: 1.6794... Generator Loss: 0.4172
Epoch 1/1... Discriminator Loss: 1.5906... Generator Loss: 0.3201
Epoch 1/1... Discriminator Loss: 1.2365... Generator Loss: 0.5617
Epoch 1/1... Discriminator Loss: 0.9387... Generator Loss: 0.8467
Epoch 1/1... Discriminator Loss: 0.8780... Generator Loss: 0.9342
Epoch 1/1... Discriminator Loss: 1.1583... Generator Loss: 0.7764
Epoch 1/1... Discriminator Loss: 1.2476... Generator Loss: 0.5289
Epoch 1/1... Discriminator Loss: 1.0313... Generator Loss: 0.5961
Epoch 1/1... Discriminator Loss: 0.5771... Generator Loss: 2.0711
Epoch 1/1... Discriminator Loss: 0.6293... Generator Loss: 1.1182
Epoch 1/1... Discriminator Loss: 0.8770... Generator Loss: 1.0718
Epoch 1/1... Discriminator Loss: 0.8925... Generator Loss: 0.8880
Epoch 1/1... Discriminator Loss: 1.6416... Generator Loss: 0.3044
Epoch 1/1... Discriminator Loss: 1.3851... Generator Loss: 0.4014
Epoch 1/1... Discriminator Loss: 1.1704... Generator Loss: 1.1298
Epoch 1/1... Discriminator Loss: 0.8933... Generator Loss: 0.9137
Epoch 1/1... Discriminator Loss: 0.9378... Generator Loss: 0.6754
Epoch 1/1... Discriminator Loss: 0.8709... Generator Loss: 0.7328
Epoch 1/1... Discriminator Loss: 1.2244... Generator Loss: 0.5800
Epoch 1/1... Discriminator Loss: 1.0798... Generator Loss: 0.7451
Epoch 1/1... Discriminator Loss: 1.5869... Generator Loss: 0.3233
Epoch 1/1... Discriminator Loss: 1.1699... Generator Loss: 0.5150
Epoch 1/1... Discriminator Loss: 1.2343... Generator Loss: 1.1248
Epoch 1/1... Discriminator Loss: 1.0408... Generator Loss: 0.9520
Epoch 1/1... Discriminator Loss: 1.4752... Generator Loss: 0.3395
Epoch 1/1... Discriminator Loss: 1.4941... Generator Loss: 0.3183
Epoch 1/1... Discriminator Loss: 0.8627... Generator Loss: 0.8667
Epoch 1/1... Discriminator Loss: 1.3045... Generator Loss: 0.8823
Epoch 1/1... Discriminator Loss: 1.1127... Generator Loss: 1.9915
Epoch 1/1... Discriminator Loss: 0.5901... Generator Loss: 1.2743
Epoch 1/1... Discriminator Loss: 0.8997... Generator Loss: 0.9134
Epoch 1/1... Discriminator Loss: 0.9247... Generator Loss: 1.1829
Epoch 1/1... Discriminator Loss: 0.6623... Generator Loss: 1.1411
Epoch 1/1... Discriminator Loss: 1.1670... Generator Loss: 0.7181
Epoch 1/1... Discriminator Loss: 1.0673... Generator Loss: 0.8669
Epoch 1/1... Discriminator Loss: 0.7909... Generator Loss: 1.0140
Epoch 1/1... Discriminator Loss: 1.0923... Generator Loss: 0.5183
Epoch 1/1... Discriminator Loss: 0.7094... Generator Loss: 1.0274
Epoch 1/1... Discriminator Loss: 1.9893... Generator Loss: 0.1884
Epoch 1/1... Discriminator Loss: 1.3201... Generator Loss: 0.5110
Epoch 1/1... Discriminator Loss: 1.0694... Generator Loss: 0.7475
Epoch 1/1... Discriminator Loss: 1.4225... Generator Loss: 0.4339
Epoch 1/1... Discriminator Loss: 0.8351... Generator Loss: 1.0078
Epoch 1/1... Discriminator Loss: 1.1448... Generator Loss: 0.6207
Epoch 1/1... Discriminator Loss: 0.7711... Generator Loss: 1.4337
Epoch 1/1... Discriminator Loss: 0.9697... Generator Loss: 0.7063
Epoch 1/1... Discriminator Loss: 0.7977... Generator Loss: 1.3246
Epoch 1/1... Discriminator Loss: 0.7520... Generator Loss: 1.1445
Epoch 1/1... Discriminator Loss: 0.8027... Generator Loss: 1.3400
Epoch 1/1... Discriminator Loss: 1.6625... Generator Loss: 0.3192
Epoch 1/1... Discriminator Loss: 1.5689... Generator Loss: 0.3323
Epoch 1/1... Discriminator Loss: 0.8907... Generator Loss: 1.5053
Epoch 1/1... Discriminator Loss: 0.7980... Generator Loss: 1.6305
Epoch 1/1... Discriminator Loss: 1.1916... Generator Loss: 0.5696
Epoch 1/1... Discriminator Loss: 0.9118... Generator Loss: 1.2645
Epoch 1/1... Discriminator Loss: 1.2559... Generator Loss: 0.5145
Epoch 1/1... Discriminator Loss: 1.0591... Generator Loss: 0.5839
Epoch 1/1... Discriminator Loss: 1.2863... Generator Loss: 0.5505
Epoch 1/1... Discriminator Loss: 0.8953... Generator Loss: 0.7476
Epoch 1/1... Discriminator Loss: 1.5333... Generator Loss: 0.3299
Epoch 1/1... Discriminator Loss: 0.9063... Generator Loss: 1.2195
Epoch 1/1... Discriminator Loss: 1.4998... Generator Loss: 0.3676
Epoch 1/1... Discriminator Loss: 1.2781... Generator Loss: 0.4399
Epoch 1/1... Discriminator Loss: 1.0041... Generator Loss: 0.8658
Epoch 1/1... Discriminator Loss: 0.8498... Generator Loss: 1.7694
Epoch 1/1... Discriminator Loss: 1.8972... Generator Loss: 0.2964
Epoch 1/1... Discriminator Loss: 1.2346... Generator Loss: 0.5186
Epoch 1/1... Discriminator Loss: 0.9556... Generator Loss: 1.0035
Epoch 1/1... Discriminator Loss: 1.1578... Generator Loss: 0.5018
Epoch 1/1... Discriminator Loss: 1.4106... Generator Loss: 0.4127
Epoch 1/1... Discriminator Loss: 1.3171... Generator Loss: 0.4664
Epoch 1/1... Discriminator Loss: 1.3434... Generator Loss: 0.3956
Epoch 1/1... Discriminator Loss: 1.2811... Generator Loss: 0.4724
Epoch 1/1... Discriminator Loss: 1.2200... Generator Loss: 0.5323
Epoch 1/1... Discriminator Loss: 1.0302... Generator Loss: 0.9634
Epoch 1/1... Discriminator Loss: 1.2536... Generator Loss: 0.9927
Epoch 1/1... Discriminator Loss: 1.0867... Generator Loss: 0.5851
Epoch 1/1... Discriminator Loss: 1.5964... Generator Loss: 0.3266
Epoch 1/1... Discriminator Loss: 0.9397... Generator Loss: 0.8826
Epoch 1/1... Discriminator Loss: 0.7078... Generator Loss: 1.6144
Epoch 1/1... Discriminator Loss: 0.8568... Generator Loss: 1.0342
Epoch 1/1... Discriminator Loss: 1.8981... Generator Loss: 0.2299
Epoch 1/1... Discriminator Loss: 1.4018... Generator Loss: 0.3579
Epoch 1/1... Discriminator Loss: 1.0693... Generator Loss: 0.9321
Epoch 1/1... Discriminator Loss: 1.0107... Generator Loss: 0.6640
Epoch 1/1... Discriminator Loss: 1.0089... Generator Loss: 0.9497
Epoch 1/1... Discriminator Loss: 0.9830... Generator Loss: 1.0526
Epoch 1/1... Discriminator Loss: 1.0157... Generator Loss: 0.7532
Epoch 1/1... Discriminator Loss: 0.9641... Generator Loss: 0.8734
Epoch 1/1... Discriminator Loss: 2.3423... Generator Loss: 0.1400
Epoch 1/1... Discriminator Loss: 0.3494... Generator Loss: 2.0407
Epoch 1/1... Discriminator Loss: 0.9127... Generator Loss: 0.9092
Epoch 1/1... Discriminator Loss: 3.2521... Generator Loss: 0.0733
Epoch 1/1... Discriminator Loss: 0.8687... Generator Loss: 1.1435
Epoch 1/1... Discriminator Loss: 0.7817... Generator Loss: 1.8793
Epoch 1/1... Discriminator Loss: 1.0703... Generator Loss: 0.6022
Epoch 1/1... Discriminator Loss: 1.2147... Generator Loss: 0.6532
Epoch 1/1... Discriminator Loss: 1.1143... Generator Loss: 0.6261
Epoch 1/1... Discriminator Loss: 1.1738... Generator Loss: 0.9668
Epoch 1/1... Discriminator Loss: 1.9071... Generator Loss: 0.2221
Epoch 1/1... Discriminator Loss: 1.0105... Generator Loss: 1.2947
Epoch 1/1... Discriminator Loss: 1.6576... Generator Loss: 0.2852
Epoch 1/1... Discriminator Loss: 1.2945... Generator Loss: 0.4783
Epoch 1/1... Discriminator Loss: 1.0933... Generator Loss: 0.7051
Epoch 1/1... Discriminator Loss: 1.1792... Generator Loss: 0.4736
Epoch 1/1... Discriminator Loss: 1.1811... Generator Loss: 0.5182
Epoch 1/1... Discriminator Loss: 0.8707... Generator Loss: 0.8429
Epoch 1/1... Discriminator Loss: 1.0795... Generator Loss: 0.6385
Epoch 1/1... Discriminator Loss: 0.5202... Generator Loss: 1.3637
Epoch 1/1... Discriminator Loss: 1.2766... Generator Loss: 0.4582
Epoch 1/1... Discriminator Loss: 0.9178... Generator Loss: 0.8177
Epoch 1/1... Discriminator Loss: 1.7982... Generator Loss: 0.2683
Epoch 1/1... Discriminator Loss: 0.7906... Generator Loss: 1.0517
Epoch 1/1... Discriminator Loss: 0.8703... Generator Loss: 1.3637
Epoch 1/1... Discriminator Loss: 0.7506... Generator Loss: 1.3292
Epoch 1/1... Discriminator Loss: 1.4058... Generator Loss: 0.3333
Epoch 1/1... Discriminator Loss: 1.0601... Generator Loss: 0.7702
Epoch 1/1... Discriminator Loss: 1.5206... Generator Loss: 0.4176
Epoch 1/1... Discriminator Loss: 0.8805... Generator Loss: 0.7987
Epoch 1/1... Discriminator Loss: 1.5522... Generator Loss: 0.3104
Epoch 1/1... Discriminator Loss: 1.2122... Generator Loss: 0.5034
Epoch 1/1... Discriminator Loss: 1.3940... Generator Loss: 0.4674
Epoch 1/1... Discriminator Loss: 1.5869... Generator Loss: 0.3184
Epoch 1/1... Discriminator Loss: 0.6255... Generator Loss: 1.4570
Epoch 1/1... Discriminator Loss: 0.8297... Generator Loss: 1.0534
Epoch 1/1... Discriminator Loss: 0.7577... Generator Loss: 1.2587
Epoch 1/1... Discriminator Loss: 0.9477... Generator Loss: 1.2405
Epoch 1/1... Discriminator Loss: 0.6158... Generator Loss: 1.3481
Epoch 1/1... Discriminator Loss: 1.2103... Generator Loss: 1.2313
Epoch 1/1... Discriminator Loss: 1.5310... Generator Loss: 0.3179
Epoch 1/1... Discriminator Loss: 1.9369... Generator Loss: 0.2065
Epoch 1/1... Discriminator Loss: 0.8734... Generator Loss: 0.8758
Epoch 1/1... Discriminator Loss: 1.0038... Generator Loss: 1.0606
Epoch 1/1... Discriminator Loss: 0.7744... Generator Loss: 1.0602
Epoch 1/1... Discriminator Loss: 0.6556... Generator Loss: 1.1967
Epoch 1/1... Discriminator Loss: 0.9045... Generator Loss: 1.0945
Epoch 1/1... Discriminator Loss: 1.2070... Generator Loss: 0.4186
Epoch 1/1... Discriminator Loss: 1.1486... Generator Loss: 0.5335
Epoch 1/1... Discriminator Loss: 1.1544... Generator Loss: 0.5304
Epoch 1/1... Discriminator Loss: 1.1145... Generator Loss: 0.8628
Epoch 1/1... Discriminator Loss: 1.0206... Generator Loss: 1.1379
Epoch 1/1... Discriminator Loss: 1.1115... Generator Loss: 0.7029
Epoch 1/1... Discriminator Loss: 1.3674... Generator Loss: 0.4660
Epoch 1/1... Discriminator Loss: 1.2739... Generator Loss: 0.5301
Epoch 1/1... Discriminator Loss: 1.1554... Generator Loss: 0.4909
Epoch 1/1... Discriminator Loss: 2.3013... Generator Loss: 0.1492
Epoch 1/1... Discriminator Loss: 1.2811... Generator Loss: 0.4518
Epoch 1/1... Discriminator Loss: 1.1124... Generator Loss: 0.7464
Epoch 1/1... Discriminator Loss: 1.2347... Generator Loss: 0.4327
Epoch 1/1... Discriminator Loss: 1.4340... Generator Loss: 0.4328
Epoch 1/1... Discriminator Loss: 0.7801... Generator Loss: 1.3901
Epoch 1/1... Discriminator Loss: 0.8378... Generator Loss: 0.9318
Epoch 1/1... Discriminator Loss: 0.9856... Generator Loss: 0.8017
Epoch 1/1... Discriminator Loss: 1.1227... Generator Loss: 0.4963
Epoch 1/1... Discriminator Loss: 1.5151... Generator Loss: 0.4102
Epoch 1/1... Discriminator Loss: 1.8863... Generator Loss: 1.2569
Epoch 1/1... Discriminator Loss: 1.6148... Generator Loss: 0.4815
Epoch 1/1... Discriminator Loss: 0.8864... Generator Loss: 0.7235
Epoch 1/1... Discriminator Loss: 0.9421... Generator Loss: 0.6969
Epoch 1/1... Discriminator Loss: 0.8346... Generator Loss: 0.8571
Epoch 1/1... Discriminator Loss: 0.9904... Generator Loss: 0.5994
Epoch 1/1... Discriminator Loss: 0.7015... Generator Loss: 1.0529
Epoch 1/1... Discriminator Loss: 0.8136... Generator Loss: 1.5136
Epoch 1/1... Discriminator Loss: 0.8200... Generator Loss: 1.1453
Epoch 1/1... Discriminator Loss: 1.0541... Generator Loss: 0.5806
Epoch 1/1... Discriminator Loss: 1.4488... Generator Loss: 0.7370
Epoch 1/1... Discriminator Loss: 1.2699... Generator Loss: 0.5229
Epoch 1/1... Discriminator Loss: 1.0983... Generator Loss: 0.7160
Epoch 1/1... Discriminator Loss: 1.1865... Generator Loss: 0.6972
Epoch 1/1... Discriminator Loss: 0.7542... Generator Loss: 1.4803
Epoch 1/1... Discriminator Loss: 1.2764... Generator Loss: 0.4839
Epoch 1/1... Discriminator Loss: 1.1850... Generator Loss: 0.4877
Epoch 1/1... Discriminator Loss: 0.4448... Generator Loss: 1.6465
Epoch 1/1... Discriminator Loss: 1.5719... Generator Loss: 0.2884
Epoch 1/1... Discriminator Loss: 0.5823... Generator Loss: 1.1784
Epoch 1/1... Discriminator Loss: 1.9869... Generator Loss: 0.1932
Epoch 1/1... Discriminator Loss: 1.6465... Generator Loss: 0.3625
Epoch 1/1... Discriminator Loss: 0.7968... Generator Loss: 1.0223
Epoch 1/1... Discriminator Loss: 1.4543... Generator Loss: 0.3743
Epoch 1/1... Discriminator Loss: 1.4895... Generator Loss: 0.3683
Epoch 1/1... Discriminator Loss: 2.3252... Generator Loss: 0.1391
Epoch 1/1... Discriminator Loss: 0.7773... Generator Loss: 0.8194
Epoch 1/1... Discriminator Loss: 1.2117... Generator Loss: 0.5716
Epoch 1/1... Discriminator Loss: 1.5121... Generator Loss: 0.4370
Epoch 1/1... Discriminator Loss: 0.7254... Generator Loss: 1.1249
Epoch 1/1... Discriminator Loss: 1.4126... Generator Loss: 0.3977
Epoch 1/1... Discriminator Loss: 1.4787... Generator Loss: 0.4324
Epoch 1/1... Discriminator Loss: 1.1643... Generator Loss: 0.6984
Epoch 1/1... Discriminator Loss: 1.3579... Generator Loss: 0.4814
Epoch 1/1... Discriminator Loss: 1.8187... Generator Loss: 0.2655
Epoch 1/1... Discriminator Loss: 1.2404... Generator Loss: 0.5359
Epoch 1/1... Discriminator Loss: 0.8332... Generator Loss: 0.9763
Epoch 1/1... Discriminator Loss: 1.5012... Generator Loss: 0.3376
Epoch 1/1... Discriminator Loss: 0.6069... Generator Loss: 1.0565
Epoch 1/1... Discriminator Loss: 0.7891... Generator Loss: 0.9789
Epoch 1/1... Discriminator Loss: 0.9776... Generator Loss: 0.7247
Epoch 1/1... Discriminator Loss: 0.8904... Generator Loss: 1.3325
Epoch 1/1... Discriminator Loss: 1.0094... Generator Loss: 1.5908
Epoch 1/1... Discriminator Loss: 1.1079... Generator Loss: 0.6368
Epoch 1/1... Discriminator Loss: 0.7328... Generator Loss: 0.9424
Epoch 1/1... Discriminator Loss: 0.8159... Generator Loss: 0.9544
Epoch 1/1... Discriminator Loss: 1.2176... Generator Loss: 0.4844
Epoch 1/1... Discriminator Loss: 1.2566... Generator Loss: 0.5019
Epoch 1/1... Discriminator Loss: 0.8222... Generator Loss: 0.9285
Epoch 1/1... Discriminator Loss: 1.4509... Generator Loss: 0.3365
Epoch 1/1... Discriminator Loss: 0.9938... Generator Loss: 0.6332
Epoch 1/1... Discriminator Loss: 0.4860... Generator Loss: 1.2646
Epoch 1/1... Discriminator Loss: 1.2878... Generator Loss: 0.4636
Epoch 1/1... Discriminator Loss: 0.7847... Generator Loss: 1.1083
Epoch 1/1... Discriminator Loss: 1.0920... Generator Loss: 0.6037
Epoch 1/1... Discriminator Loss: 0.9543... Generator Loss: 0.8483
Epoch 1/1... Discriminator Loss: 0.9054... Generator Loss: 0.9193
Epoch 1/1... Discriminator Loss: 0.5825... Generator Loss: 1.3356
Epoch 1/1... Discriminator Loss: 0.8435... Generator Loss: 0.7208
Epoch 1/1... Discriminator Loss: 0.9683... Generator Loss: 0.7939
Epoch 1/1... Discriminator Loss: 1.2683... Generator Loss: 0.7139
Epoch 1/1... Discriminator Loss: 0.9585... Generator Loss: 0.9768
Epoch 1/1... Discriminator Loss: 1.0102... Generator Loss: 1.1718
Epoch 1/1... Discriminator Loss: 1.1603... Generator Loss: 0.5602
Epoch 1/1... Discriminator Loss: 1.5484... Generator Loss: 0.3693
Epoch 1/1... Discriminator Loss: 0.9179... Generator Loss: 0.7456
Epoch 1/1... Discriminator Loss: 1.2171... Generator Loss: 0.5007
Epoch 1/1... Discriminator Loss: 0.9156... Generator Loss: 0.8077
Epoch 1/1... Discriminator Loss: 0.8306... Generator Loss: 0.8781
Epoch 1/1... Discriminator Loss: 1.1136... Generator Loss: 0.5752
Epoch 1/1... Discriminator Loss: 1.6268... Generator Loss: 0.2887
Epoch 1/1... Discriminator Loss: 2.1548... Generator Loss: 0.2070
Epoch 1/1... Discriminator Loss: 1.3660... Generator Loss: 0.4893
Epoch 1/1... Discriminator Loss: 1.5124... Generator Loss: 0.4349
Epoch 1/1... Discriminator Loss: 0.7955... Generator Loss: 1.6527
Epoch 1/1... Discriminator Loss: 1.4922... Generator Loss: 0.4212
Epoch 1/1... Discriminator Loss: 1.0002... Generator Loss: 0.6662
Epoch 1/1... Discriminator Loss: 1.7289... Generator Loss: 0.2684
Epoch 1/1... Discriminator Loss: 1.4423... Generator Loss: 0.3348
Epoch 1/1... Discriminator Loss: 2.0825... Generator Loss: 0.2616
Epoch 1/1... Discriminator Loss: 1.4160... Generator Loss: 0.4977
Epoch 1/1... Discriminator Loss: 1.1322... Generator Loss: 0.6213
Epoch 1/1... Discriminator Loss: 0.9030... Generator Loss: 1.0354
Epoch 1/1... Discriminator Loss: 1.1230... Generator Loss: 0.6415
Epoch 1/1... Discriminator Loss: 0.7292... Generator Loss: 1.0498
Epoch 1/1... Discriminator Loss: 1.2223... Generator Loss: 0.4688
Epoch 1/1... Discriminator Loss: 1.2586... Generator Loss: 0.5406
Epoch 1/1... Discriminator Loss: 0.5886... Generator Loss: 1.3774
Epoch 1/1... Discriminator Loss: 1.5511... Generator Loss: 0.4011
Epoch 1/1... Discriminator Loss: 1.7158... Generator Loss: 0.2658
Epoch 1/1... Discriminator Loss: 1.4174... Generator Loss: 0.3739
Epoch 1/1... Discriminator Loss: 0.9907... Generator Loss: 1.0252
Epoch 1/1... Discriminator Loss: 0.9885... Generator Loss: 0.8112
Epoch 1/1... Discriminator Loss: 1.5723... Generator Loss: 0.2883
Epoch 1/1... Discriminator Loss: 1.0456... Generator Loss: 0.9628
Epoch 1/1... Discriminator Loss: 0.7799... Generator Loss: 1.0210
Epoch 1/1... Discriminator Loss: 0.9073... Generator Loss: 0.9503
Epoch 1/1... Discriminator Loss: 1.2937... Generator Loss: 0.3926
Epoch 1/1... Discriminator Loss: 1.4537... Generator Loss: 0.4072
Epoch 1/1... Discriminator Loss: 0.8461... Generator Loss: 0.9867
Epoch 1/1... Discriminator Loss: 1.2136... Generator Loss: 0.5766
Epoch 1/1... Discriminator Loss: 1.0988... Generator Loss: 0.5841
Epoch 1/1... Discriminator Loss: 1.0589... Generator Loss: 0.6418
Epoch 1/1... Discriminator Loss: 0.6726... Generator Loss: 1.0792
Epoch 1/1... Discriminator Loss: 1.4841... Generator Loss: 0.3058
Epoch 1/1... Discriminator Loss: 1.6052... Generator Loss: 0.3199
Epoch 1/1... Discriminator Loss: 1.4952... Generator Loss: 0.3576
Epoch 1/1... Discriminator Loss: 0.7337... Generator Loss: 1.0873
Epoch 1/1... Discriminator Loss: 0.5593... Generator Loss: 1.1613
Epoch 1/1... Discriminator Loss: 2.3411... Generator Loss: 0.1267
Epoch 1/1... Discriminator Loss: 1.1287... Generator Loss: 0.8024
Epoch 1/1... Discriminator Loss: 1.5893... Generator Loss: 0.3187
Epoch 1/1... Discriminator Loss: 1.0220... Generator Loss: 0.6919
Epoch 1/1... Discriminator Loss: 0.8124... Generator Loss: 0.8599
Epoch 1/1... Discriminator Loss: 1.0515... Generator Loss: 0.6912
Epoch 1/1... Discriminator Loss: 2.0598... Generator Loss: 0.1777
Epoch 1/1... Discriminator Loss: 1.2827... Generator Loss: 0.4613
Epoch 1/1... Discriminator Loss: 1.1670... Generator Loss: 0.6660
Epoch 1/1... Discriminator Loss: 1.0143... Generator Loss: 0.6378
Epoch 1/1... Discriminator Loss: 0.9460... Generator Loss: 0.6773
Epoch 1/1... Discriminator Loss: 1.4311... Generator Loss: 0.3882
Epoch 1/1... Discriminator Loss: 1.9932... Generator Loss: 0.2145
Epoch 1/1... Discriminator Loss: 1.2025... Generator Loss: 0.4701
Epoch 1/1... Discriminator Loss: 1.1148... Generator Loss: 0.6291
Epoch 1/1... Discriminator Loss: 1.0647... Generator Loss: 0.7394
Epoch 1/1... Discriminator Loss: 1.1475... Generator Loss: 0.5357
Epoch 1/1... Discriminator Loss: 0.8717... Generator Loss: 1.2192
Epoch 1/1... Discriminator Loss: 0.9063... Generator Loss: 0.9477
Epoch 1/1... Discriminator Loss: 1.0035... Generator Loss: 0.7243
Epoch 1/1... Discriminator Loss: 0.9507... Generator Loss: 0.6619
Epoch 1/1... Discriminator Loss: 0.9618... Generator Loss: 0.7326
Epoch 1/1... Discriminator Loss: 1.0267... Generator Loss: 0.9732
Epoch 1/1... Discriminator Loss: 1.1398... Generator Loss: 0.7427
Epoch 1/1... Discriminator Loss: 1.7781... Generator Loss: 0.2293
Epoch 1/1... Discriminator Loss: 0.9441... Generator Loss: 0.7531
Epoch 1/1... Discriminator Loss: 1.1368... Generator Loss: 0.6570
Epoch 1/1... Discriminator Loss: 0.8594... Generator Loss: 0.7875
Epoch 1/1... Discriminator Loss: 0.8218... Generator Loss: 1.9852
Epoch 1/1... Discriminator Loss: 0.8541... Generator Loss: 2.2391
Epoch 1/1... Discriminator Loss: 1.1385... Generator Loss: 0.6145
Epoch 1/1... Discriminator Loss: 1.1409... Generator Loss: 0.6208
Epoch 1/1... Discriminator Loss: 1.3211... Generator Loss: 0.5259
Epoch 1/1... Discriminator Loss: 1.3768... Generator Loss: 0.7082
Epoch 1/1... Discriminator Loss: 2.2116... Generator Loss: 0.1620
Epoch 1/1... Discriminator Loss: 0.7581... Generator Loss: 0.8959
Epoch 1/1... Discriminator Loss: 1.2820... Generator Loss: 0.4937
Epoch 1/1... Discriminator Loss: 1.3092... Generator Loss: 0.5903
Epoch 1/1... Discriminator Loss: 0.8132... Generator Loss: 1.5131
Epoch 1/1... Discriminator Loss: 0.3922... Generator Loss: 1.7669
Epoch 1/1... Discriminator Loss: 1.1205... Generator Loss: 0.5639
Epoch 1/1... Discriminator Loss: 0.7550... Generator Loss: 0.9055
Epoch 1/1... Discriminator Loss: 2.1509... Generator Loss: 0.1616
Epoch 1/1... Discriminator Loss: 0.9357... Generator Loss: 0.8308
Epoch 1/1... Discriminator Loss: 0.8511... Generator Loss: 0.9954
Epoch 1/1... Discriminator Loss: 1.1195... Generator Loss: 0.5169
Epoch 1/1... Discriminator Loss: 0.9155... Generator Loss: 0.6416
Epoch 1/1... Discriminator Loss: 0.9400... Generator Loss: 0.9534
Epoch 1/1... Discriminator Loss: 1.0456... Generator Loss: 0.9590
Epoch 1/1... Discriminator Loss: 0.6720... Generator Loss: 1.1192
Epoch 1/1... Discriminator Loss: 0.9082... Generator Loss: 0.9549
Epoch 1/1... Discriminator Loss: 1.5890... Generator Loss: 0.3631
Epoch 1/1... Discriminator Loss: 2.0816... Generator Loss: 0.1823
Epoch 1/1... Discriminator Loss: 0.9065... Generator Loss: 0.7791
Epoch 1/1... Discriminator Loss: 1.5492... Generator Loss: 0.3522
Epoch 1/1... Discriminator Loss: 0.7973... Generator Loss: 1.0102
Epoch 1/1... Discriminator Loss: 0.7876... Generator Loss: 0.8563
Epoch 1/1... Discriminator Loss: 1.3960... Generator Loss: 0.3232
Epoch 1/1... Discriminator Loss: 0.4704... Generator Loss: 1.5754
Epoch 1/1... Discriminator Loss: 0.8123... Generator Loss: 1.5534
Epoch 1/1... Discriminator Loss: 1.7642... Generator Loss: 0.2616
Epoch 1/1... Discriminator Loss: 1.0783... Generator Loss: 0.9708
Epoch 1/1... Discriminator Loss: 1.6218... Generator Loss: 0.3150
Epoch 1/1... Discriminator Loss: 1.1985... Generator Loss: 0.5199
Epoch 1/1... Discriminator Loss: 1.1649... Generator Loss: 0.6537
Epoch 1/1... Discriminator Loss: 0.8480... Generator Loss: 1.0721
Epoch 1/1... Discriminator Loss: 1.3188... Generator Loss: 0.4947
Epoch 1/1... Discriminator Loss: 1.1312... Generator Loss: 0.4755
Epoch 1/1... Discriminator Loss: 1.0766... Generator Loss: 0.7258
Epoch 1/1... Discriminator Loss: 1.6143... Generator Loss: 0.2797
Epoch 1/1... Discriminator Loss: 0.9337... Generator Loss: 1.5194
Epoch 1/1... Discriminator Loss: 1.3367... Generator Loss: 0.4368
Epoch 1/1... Discriminator Loss: 1.7290... Generator Loss: 0.2733
Epoch 1/1... Discriminator Loss: 1.0503... Generator Loss: 0.6194
Epoch 1/1... Discriminator Loss: 1.8920... Generator Loss: 0.2216
Epoch 1/1... Discriminator Loss: 1.7833... Generator Loss: 0.2427
Epoch 1/1... Discriminator Loss: 1.5861... Generator Loss: 0.2956
Epoch 1/1... Discriminator Loss: 1.1387... Generator Loss: 0.8027
Epoch 1/1... Discriminator Loss: 0.7419... Generator Loss: 1.2553
Epoch 1/1... Discriminator Loss: 0.9404... Generator Loss: 0.8611
Epoch 1/1... Discriminator Loss: 1.1140... Generator Loss: 1.0208
Epoch 1/1... Discriminator Loss: 1.2778... Generator Loss: 0.5780
Epoch 1/1... Discriminator Loss: 1.2407... Generator Loss: 0.5066
Epoch 1/1... Discriminator Loss: 1.0913... Generator Loss: 1.3020
Epoch 1/1... Discriminator Loss: 0.9698... Generator Loss: 0.6675
Epoch 1/1... Discriminator Loss: 1.4064... Generator Loss: 0.5394
Epoch 1/1... Discriminator Loss: 1.8908... Generator Loss: 0.2276
Epoch 1/1... Discriminator Loss: 1.2711... Generator Loss: 0.4426
Epoch 1/1... Discriminator Loss: 1.4043... Generator Loss: 0.3640
Epoch 1/1... Discriminator Loss: 1.5137... Generator Loss: 0.3124
Epoch 1/1... Discriminator Loss: 1.3789... Generator Loss: 0.4873
Epoch 1/1... Discriminator Loss: 1.3531... Generator Loss: 0.4827
Epoch 1/1... Discriminator Loss: 1.1088... Generator Loss: 0.5579
Epoch 1/1... Discriminator Loss: 1.7595... Generator Loss: 0.2322
Epoch 1/1... Discriminator Loss: 1.6510... Generator Loss: 0.3750
Epoch 1/1... Discriminator Loss: 0.9454... Generator Loss: 0.6150
Epoch 1/1... Discriminator Loss: 1.3646... Generator Loss: 0.4419
Epoch 1/1... Discriminator Loss: 1.6389... Generator Loss: 0.3149
Epoch 1/1... Discriminator Loss: 1.1471... Generator Loss: 0.6517
Epoch 1/1... Discriminator Loss: 1.3008... Generator Loss: 0.4291
Epoch 1/1... Discriminator Loss: 0.8356... Generator Loss: 0.7079
Epoch 1/1... Discriminator Loss: 0.7514... Generator Loss: 1.0007
Epoch 1/1... Discriminator Loss: 0.6675... Generator Loss: 1.7985
Epoch 1/1... Discriminator Loss: 0.9660... Generator Loss: 0.7719
Epoch 1/1... Discriminator Loss: 1.3360... Generator Loss: 0.4120
Epoch 1/1... Discriminator Loss: 0.7569... Generator Loss: 1.1105

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.